Leanred structure of BN for Mutant vs Non-mutant

Leanred structure of BN for Normal vs Mutant

Leanred structure of BN for Normal vs Non-mutant

Some network parameters for each comparison

Comparison Gene Count Relation Count Average Degree Density Diameter Clustering Coefficient
Mutant-Nonmutant 206 1411 13.69903 0.0334123 11 0.2272983
Normal-Mutant 204 1860 18.23529 0.0449145 9 0.1993829
Normal-Nonmutant 204 1853 18.16667 0.0447455 12 0.2124990

Venn diagram of shared genes between different comparisons

Gene degree Box_plot for each comparison

Gene degree distribution for each comparison

List of top ten genes by degree in each comparison (shared genes are highlighted )

Mutant_Nonmutant
Gene Symbol Total-degree Out-degree In-Degree
1 ECEL1 33 5 28
2 GABRP 32 4 28
3 SOX10 32 23 9
4 PKP1 31 13 18
5 KLK5 31 26 5
6 SFRP1 30 25 5
7 ROPN1B 29 9 20
8 CRYAB 29 22 7
9 SBSN 29 11 18
10 PTN 29 23 6
11 LGALS7B 28 10 18
12 KRT16 27 6 21
13 KRT81 26 17 9
14 MIA 26 21 5
15 SLC6A14 26 8 18
16 SLPI 26 6 20
17 ELF5 26 11 15
18 S100A8 25 24 1
19 PIGR 25 8 17
20 A2ML1 24 1 23
21 KRT7 24 1 23
22 DSG3 24 4 20
23 RHCG 24 3 21
24 C4orf7 23 21 2
25 TNNT3 23 4 19
26 GLYATL2 23 20 3
27 KRT6B 23 14 9
28 RARRES1 22 17 5
29 ID4 22 5 17
30 WIF1 22 16 6
31 KLK6 22 3 19
32 SYNM 22 20 2
33 S100B 22 17 5
34 LY6D 22 7 15
35 KLK7 21 14 7
36 TTYH1 20 9 11
37 RPPH1 20 20 0
38 LTF 20 15 5
39 SAA2 20 9 11
40 MYH1 19 5 14
41 SLC7A2 19 4 15
42 FABP7 19 16 3
43 SLC13A2 19 5 14
44 CLCA2 19 14 5
45 S100A7A 19 1 18
46 MUCL1 19 15 4
47 APOBEC2 19 10 9
48 KCNJ3 19 4 15
49 MYH2 18 2 16
50 SLC16A6 18 7 11
51 AOX1 18 4 14
52 MYBPC2 18 8 10
53 MUC2 18 4 14
54 FGL1 18 12 6
55 AQP5 18 1 17
56 PI16 18 11 7
57 SLC5A8 18 0 18
58 STAC2 17 13 4
59 IGSF21 17 10 7
60 NEB 17 7 10
61 BPIL1 17 3 14
62 TNNC1 17 11 6
63 TRH 17 2 15
64 GPC3 16 3 13
65 GLRB 16 6 10
66 LRRN1 16 6 10
67 NUDT8 16 13 3
68 SERHL2 16 10 6
69 ATP2A1 16 3 13
70 CYP4Z2P 16 13 3
71 CHGB 16 15 1
72 CITED1 16 3 13
73 CYP4Z1 16 10 6
74 TAT 16 8 8
75 PCP4 15 13 2
76 NOVA1 15 5 10
77 IGSF1 15 6 9
78 SLN 15 7 8
79 S100A9 15 6 9
80 ACTA1 15 3 12
81 HMGCS2 15 3 12
82 CPE 14 8 6
83 SCRG1 14 11 3
84 CEACAM6 14 11 3
85 TCAP 14 0 14
86 UBD 14 14 0
87 CA3 14 0 14
88 TNNI2 14 5 9
89 UCP1 14 5 9
90 MYOZ1 14 2 12
91 PYGM 14 1 13
92 KRT6C 14 8 6
93 CLEC3A 14 5 9
94 KRT1 13 12 1
95 PEG3 13 5 8
96 NRAP 13 8 5
97 LGALS7 13 4 9
98 KLK10 13 1 12
99 PCSK1 13 1 12
100 GAB2 12 2 10
Normal_Mutant
Gene Symbol Total-degree Out-degree In-Degree
1 GATA3 41 33 8
2 DST 37 29 8
3 DCN 37 21 16
4 VIM 36 24 12
5 GSN 35 22 13
6 AHNAK 34 28 6
7 MUC1 34 29 5
8 SFRP1 34 17 17
9 NUCB2 34 15 19
10 FN1 30 10 20
11 SPINT2 30 22 8
12 HSPB1 30 23 7
13 DPT 29 8 21
14 TIMP1 29 3 26
15 PLIN4 28 23 5
16 P4HB 28 26 2
17 FHL1 27 2 25
18 ANXA1 27 16 11
19 GPX3 27 16 11
20 SYNGR2 27 27 0
21 SLC9A3R1 27 15 12
22 CSRP1 27 21 6
23 GPD1 27 21 6
24 C3 27 14 13
25 TNS1 26 17 9
26 BGN 26 21 5
27 CA3 26 0 26
28 S100A14 26 19 7
29 LRP1 26 13 13
30 XBP1 26 6 20
31 ALDOA 26 0 26
32 ERBB2 26 20 6
33 CAV1 25 15 10
34 STARD10 25 15 10
35 CRYAB 25 3 22
36 SRP9 25 22 3
37 ACTA2 25 10 15
38 COX6A1 25 15 10
39 DHCR24 25 6 19
40 LGALS3BP 25 10 15
41 MMP11 24 12 12
42 LPL 24 22 2
43 KBTBD10 24 3 21
44 ARF1 24 19 5
45 CIDEC 24 22 2
46 PDIA3 24 22 2
47 MYL9 24 9 15
48 PRDX1 24 15 9
49 S100A4 24 14 10
50 MB 24 1 23
51 CFB 24 16 8
52 ESR1 24 12 12
53 BCAM 24 7 17
54 HSPB6 23 3 20
55 MYH2 23 9 14
56 RBP4 23 17 6
57 SAA2 23 5 18
58 TAGLN 23 8 15
59 KRT14 23 19 4
60 SLPI 23 17 6
61 SCD 23 15 8
62 TTN 22 2 20
63 TNNC2 22 6 16
64 FABP4 22 21 1
65 RNASE1 22 14 8
66 AGR3 22 14 8
67 CA12 22 9 13
68 SERPING1 22 13 9
69 C1R 22 10 12
70 FABP5 22 19 3
71 AEBP1 22 17 5
72 TXNIP 21 1 20
73 HBA2 21 9 12
74 TNNT3 21 1 20
75 PLIN1 21 19 2
76 CFL1 21 12 9
77 SAA1 21 16 5
78 ADH1B 21 4 17
79 FXYD3 21 5 16
80 RARRES3 21 3 18
81 KRT5 21 16 5
82 IFITM1 21 10 11
83 SERPINA3 21 11 10
84 HBA1 20 4 16
85 S100P 20 4 16
86 ADIPOQ 20 5 15
87 KRT8 20 14 6
88 MRPS30 20 13 7
89 KRT19 20 14 6
90 SERPINF1 20 10 10
91 COL1A2 20 11 9
92 MGP 20 10 10
93 KRT7 20 2 18
94 HBB 19 9 10
95 H3F3A 19 12 7
96 TPM2 19 0 19
97 PPDPF 19 8 11
98 AGR2 19 12 7
99 SOD2 19 7 12
100 LDHB 19 9 10
Normal_Nonmutant
Gene Symbol Total-degree Out-degree In-Degree
1 DCN 38 12 26
2 DST 37 30 7
3 SPARCL1 37 24 13
4 CAV1 36 17 19
5 VIM 35 20 15
6 GSN 33 17 16
7 AHNAK 32 24 8
8 MUC1 32 27 5
9 VWF 31 20 11
10 S100A11 31 15 16
11 BGN 30 25 5
12 TIMP1 30 14 16
13 DPT 29 13 16
14 CRYAB 29 4 25
15 FABP4 29 27 2
16 SMS 29 7 22
17 TNS1 28 17 11
18 CIDEC 28 27 1
19 ADH1B 28 7 21
20 MYL9 28 19 9
21 GATA3 28 10 18
22 LRP1 28 6 22
23 SPINT2 28 20 8
24 SLC9A3R1 28 12 16
25 HSPB1 28 19 9
26 FHL1 27 2 25
27 ARF1 27 19 8
28 ACTA2 27 16 11
29 RNASE1 27 9 18
30 SERPING1 27 6 21
31 XBP1 27 21 6
32 SPTBN1 26 17 9
33 GPX3 26 16 10
34 CA3 26 0 26
35 GPD1 26 19 7
36 SFRP1 26 15 11
37 ESR1 26 15 11
38 NUCB2 26 17 9
39 ANXA1 25 6 19
40 ACSL1 25 18 7
41 TPM2 25 0 25
42 STARD10 25 21 4
43 SAA1 24 20 4
44 H3F3A 24 17 7
45 KRT8 24 17 7
46 S100A4 24 13 11
47 SLPI 24 19 5
48 HSPB6 23 4 19
49 TNNC1 23 4 19
50 PLIN1 23 21 2
51 PLIN4 23 15 8
52 CA12 23 9 14
53 COL1A1 23 20 3
54 AEBP1 23 20 3
55 FADS2 23 22 1
56 HBA2 22 7 15
57 S100P 22 6 16
58 S100A14 22 11 11
59 KRT5 22 19 3
60 DHCR24 22 11 11
61 S100A16 22 13 9
62 RBP4 21 12 9
63 ADIPOQ 21 13 8
64 FN1 21 7 14
65 JUP 21 9 12
66 MIF 21 13 8
67 MAGED2 21 3 18
68 KRT14 21 19 2
69 MRPS30 21 13 8
70 COL1A2 21 18 3
71 FABP5 21 2 19
72 SCUBE2 21 14 7
73 KBTBD10 20 6 14
74 TNNI2 20 2 18
75 HBA1 20 4 16
76 TXNIP 20 4 16
77 TNNT3 20 3 17
78 CD36 20 16 4
79 COX6C 20 12 8
80 FSTL1 20 5 15
81 A2M 20 4 16
82 ALDOA 20 3 17
83 IDH2 20 0 20
84 MDK 20 16 4
85 IFITM1 20 11 9
86 CSRP1 19 14 5
87 MB 19 1 18
88 SEPP1 19 4 15
89 MARCKSL1 19 14 5
90 MAL2 19 3 16
91 TAGLN 19 10 9
92 CFB 19 6 13
93 AGR3 19 7 12
94 C3 19 7 12
95 SERPINF1 19 5 14
96 FXYD3 19 9 10
97 STAT1 19 12 7
98 CGA 19 19 0
99 LPL 18 18 0
100 TSPAN13 18 8 10

List of top ten genes by betweenness in each comparison (shared genes are highlighted )

Mutant_Nonmutant
Gene Symbol Betweenness
1 SFRP1 1017.8461
2 SERHL2 818.5601
3 APOBEC2 797.9446
4 PKP1 735.3207
5 FGL1 723.5288
6 NEB 690.9678
7 ROPN1B 689.5012
8 S100B 687.3248
9 CORO6 633.1863
10 CITED1 615.6466
11 FGG 596.7518
12 MYOZ1 591.7587
13 SLC16A6 589.8427
14 IGSF21 549.9955
15 SBSN 542.0053
16 KLK7 534.4375
17 PTN 510.7903
18 CLEC3A 508.6175
19 SOX10 480.8511
20 MYBPC2 463.2385
21 KLK5 450.6831
22 ELF5 442.1774
23 KCNJ3 434.0193
24 GLRB 429.8489
25 PIGR 416.0802
26 BPIL1 414.7322
27 SLC7A2 405.4362
28 NRIP3 402.2709
29 SAA2 396.5253
30 ID4 395.7194
31 LGALS7B 390.8442
32 CLCA2 361.7015
33 KRT81 359.8596
34 PRG4 345.6964
35 ECEL1 344.8901
36 NOVA1 341.9938
37 FABP7 340.2875
38 UCP1 340.1343
39 C2orf54 339.5273
40 RARRES1 335.1040
41 IGSF1 334.9730
42 TAT 332.0414
43 NELL1 331.9000
44 WNT11 320.2416
45 PI16 318.5591
46 GABRP 316.3801
47 MUC2 315.8717
48 IL20 314.4307
49 TNNI2 299.6466
50 SLPI 298.1393
51 PIP 298.1194
52 LRRN1 297.7649
53 MUCL1 296.6506
54 NUDT8 289.7240
55 CRYAB 289.5631
56 SLC13A2 288.2801
57 TPSD1 285.3362
58 SSTR2 280.4433
59 ASRGL1 279.2765
60 ASCL1 270.9687
61 TNNT3 260.5087
62 CPE 252.5000
63 CYP4Z2P 235.1612
64 GLYATL2 233.7837
65 HMGCS2 227.5958
66 KLHDC7A 222.5621
67 TTYH1 217.6672
68 CYP4F8 214.8714
69 PEG3 212.3909
70 SLC26A3 209.9116
71 CYP4Z1 207.9226
72 TPSAB1 203.4142
73 SLN 202.5194
74 LTF 201.5722
75 TNNC1 200.6494
76 PROL1 200.0577
77 KRT15 197.3168
78 CELP 193.3544
79 MYH1 191.4563
80 SPAG6 187.4393
81 TRH 183.0533
82 SLC6A14 181.1691
83 DSG3 181.0202
84 CLIC6 176.8178
85 CARTPT 175.5352
86 COL9A2 174.7639
87 GPC3 170.4469
88 CHRDL2 168.5375
89 AFP 166.5385
90 AMIGO2 165.9230
91 TSKU 163.5353
92 CDSN 163.1294
93 S100A9 163.0337
94 WIF1 161.8947
95 PCDH10 160.3405
96 STAC2 160.0393
97 DES 155.9557
98 CASP14 145.1439
99 ACTA1 145.1311
100 CEACAM6 144.3054
Normal_Mutant
Gene Symbol Betweenness
1 NUCB2 681.2938
2 PIP 534.1731
3 ESR1 525.0438
4 FN1 518.3751
5 SFRP1 499.5520
6 GATA3 454.2497
7 COX6A1 450.1461
8 SLC9A3R1 427.8013
9 GRIA2 415.8217
10 VIM 380.3860
11 C3 368.1347
12 DPT 364.8416
13 MYH2 362.3845
14 CYP2B7P1 353.1244
15 MMP11 349.8655
16 AGR3 343.0937
17 LTF 334.8023
18 STARD10 334.1945
19 SAA2 325.8000
20 TNNT1 318.0119
21 ERBB2 315.3611
22 APOD 313.7265
23 LGALS3BP 312.1380
24 TIMP1 306.7148
25 SEPP1 304.0013
26 LRP1 303.8877
27 NEB 296.3430
28 MRPS30 295.3419
29 CA12 287.7829
30 SERPING1 286.5508
31 IFITM1 284.9500
32 MUC1 282.8803
33 SPINT2 281.8134
34 BCAM 281.2421
35 S100A14 277.9502
36 CYR61 274.1607
37 KRT7 264.5986
38 AHNAK 264.5521
39 DST 263.5965
40 PRLR 262.8478
41 DCN 259.8900
42 PRDX1 254.7165
43 XBP1 252.5567
44 CFL1 246.7041
45 CFB 235.5939
46 TNNT3 233.3425
47 PPDPF 232.1963
48 DHCR24 228.7808
49 CST5 224.9542
50 S100A16 224.8701
51 GSN 224.3769
52 LDHB 220.3744
53 C10orf116 220.3215
54 HSPB6 214.7196
55 CHGB 209.9451
56 STAT1 208.4241
57 CEACAM6 207.4022
58 SOD2 207.3819
59 KRT19 206.9712
60 TXNIP 206.4883
61 MGP 204.6120
62 SRP9 203.9556
63 CRABP2 203.6312
64 HMGCS2 201.1905
65 TFF1 200.5797
66 GSTP1 197.8322
67 COX6C 197.2967
68 HBA2 194.5397
69 PVALB 193.1673
70 HSPB1 191.1195
71 S100P 190.7332
72 C1R 189.8549
73 RARRES3 187.1210
74 SLPI 187.0640
75 COL1A2 186.2447
76 MGST1 185.5025
77 JUP 184.9019
78 POSTN 182.5979
79 ISG15 181.8582
80 DUSP1 179.6399
81 SCD 178.3015
82 TAGLN 176.7368
83 A2M 174.0683
84 PRSS23 167.5283
85 TAT 164.3915
86 ANXA1 159.3306
87 SERPINA3 159.3229
88 CRIP1 158.6414
89 H3F3A 158.5798
90 MDK 153.0726
91 OAS3 149.8538
92 S100A4 142.6726
93 MYBPC1 142.2217
94 ACTA1 140.0381
95 MIF 139.3112
96 OLFM4 137.9747
97 ACTA2 136.4403
98 NME1-NME2 135.0040
99 SLC39A6 134.0313
100 TNS1 133.2307
Normal_Nonmutant
Gene Symbol Betweenness
1 SMS 865.4035
2 AHNAK 605.9411
3 CA12 577.1493
4 VIM 567.7892
5 MAL2 561.4521
6 SPINT2 540.4253
7 JUP 524.7115
8 SLC9A3R1 521.8991
9 ESR1 519.3861
10 S100A11 509.8191
11 TIMP1 493.5772
12 ARF1 473.8581
13 GATA3 472.0546
14 SEPP1 460.8655
15 NME1 458.3705
16 NUCB2 450.0166
17 FSTL1 449.8564
18 H3F3A 422.7424
19 SERPING1 387.2020
20 LAPTM4B 385.6882
21 C3 370.6485
22 RNASE1 368.3654
23 HSPB6 359.7567
24 XBP1 357.6979
25 MUC1 352.5848
26 KRT19 347.2038
27 MRPS30 345.1768
28 TXNIP 340.6430
29 SPARCL1 325.7987
30 TNNT3 319.7376
31 CAV1 316.2827
32 SLPI 309.0979
33 AGR3 303.6802
34 MYH2 295.8980
35 MYL9 282.9952
36 DHCR24 278.2664
37 GRIA2 277.8833
38 PVALB 272.8595
39 MARCKSL1 265.4293
40 SCUBE2 263.2563
41 HSPB1 260.7503
42 GSN 257.5238
43 CD24 255.5711
44 TSPAN13 252.9269
45 FN1 250.9609
46 DST 250.8670
47 CST5 247.5520
48 OAS3 246.4048
49 SCD 244.3908
50 SERPINA3 244.1809
51 ALDOA 235.1734
52 FABP5 233.1011
53 DCN 229.4650
54 COX6C 225.9120
55 C17orf37 218.8406
56 STARD10 217.6793
57 A2M 217.4640
58 SPTBN1 216.1514
59 AGR2 215.0987
60 ANXA1 214.4199
61 CHGB 206.9000
62 KBTBD10 206.4801
63 SFRP1 205.8309
64 TNNC1 203.3470
65 S100A4 201.2341
66 MIF 194.8501
67 CLEC3A 190.5336
68 POSTN 186.4482
69 RARRES3 185.7792
70 S100P 182.2726
71 BGN 176.8483
72 S100A14 176.1906
73 CRYAB 174.6420
74 KRT17 174.4039
75 ERBB2 174.3244
76 SPP1 171.5711
77 MAGED2 171.5418
78 PSMD3 171.4411
79 VWF 170.5975
80 CFB 168.8390
81 TNS1 166.6998
82 S100A16 166.4498
83 KRT8 165.8243
84 IFITM1 165.6016
85 ACSL1 161.9227
86 SCGB2A2 161.9107
87 LRP1 161.7717
88 STAT1 160.6270
89 MMP11 159.5231
90 NAT1 148.4497
91 ADH1B 147.0855
92 CYP2B7P1 142.6421
93 DUSP1 141.3156
94 CRIP1 139.9326
95 PSMB3 139.0368
96 ACTA1 138.8858
97 SLC39A6 130.8101
98 LDHB 130.3643
99 DPT 128.6484
100 RBP4 128.1855

List of top ten genes by closeness in each comparison (Shared genes are highlighted )

Mutant_Nonmutant
Gene Symbol Closeness
1 KRT7 1.0000000
2 AQP5 1.0000000
3 PYGM 1.0000000
4 PCSK1 1.0000000
5 MSLN 0.2500000
6 ACTA1 0.2000000
7 ATP2A1 0.1428571
8 A2ML1 0.1250000
9 MYH2 0.1000000
10 FOXC1 0.0769231
11 ID4 0.0357143
12 DES 0.0277778
13 PTHLH 0.0238095
14 MYH1 0.0232558
15 GABRP 0.0232558
16 GPC3 0.0227273
17 TNNT3 0.0217391
18 ECEL1 0.0204082
19 KLK10 0.0196078
20 KLK13 0.0192308
21 SLPI 0.0192308
22 TFPI2 0.0175439
23 MARCO 0.0172414
24 RHCG 0.0153846
25 LGALS7 0.0149254
26 KLK12 0.0147059
27 LY6D 0.0147059
28 SLC13A2 0.0144928
29 S100A7A 0.0142857
30 KLK6 0.0140845
31 DSG3 0.0136986
32 TF 0.0133333
33 TPH1 0.0133333
34 PIGR 0.0133333
35 CELP 0.0131579
36 SLC16A6 0.0123457
37 KLHDC7A 0.0109890
38 TRH 0.0107527
39 AMBP 0.0098039
40 CLIC6 0.0092593
41 TSKU 0.0090909
42 GAB2 0.0089286
43 PCSK6 0.0088496
44 NRIP3 0.0088496
45 TMEM64 0.0083333
46 SLC7A2 0.0080000
47 KCNJ3 0.0076923
48 SLC6A4 0.0074074
49 NOVA1 0.0073529
50 TAT 0.0073529
51 GLRB 0.0069444
52 TARP 0.0064935
53 DHRS9 0.0063694
54 PKP1 0.0061350
55 UCP1 0.0060976
56 NPY1R 0.0060606
57 WNT11 0.0055556
58 PIP 0.0055249
59 ROPN1B 0.0053191
60 KRT6B 0.0053191
61 LGALS7B 0.0051813
62 SSTR2 0.0051282
63 KRT6C 0.0050505
64 MUC2 0.0050000
65 AOX1 0.0049261
66 CPE 0.0048544
67 CITED1 0.0048544
68 SPAG6 0.0048309
69 S100B 0.0047619
70 IGSF1 0.0046296
71 BPIL1 0.0046083
72 XDH 0.0045662
73 WDR72 0.0045662
74 IL20 0.0045045
75 PI16 0.0044444
76 CORO6 0.0043668
77 PLA2G2A 0.0043478
78 KRT16 0.0043103
79 SLC6A14 0.0042553
80 MIA 0.0042194
81 SBSN 0.0041841
82 SYNPO2L 0.0041667
83 CRYAB 0.0040816
84 WIF1 0.0040816
85 PRG4 0.0040486
86 NTNG1 0.0040161
87 SOX10 0.0040161
88 NTS 0.0039683
89 SFRP1 0.0039370
90 SAA2 0.0038168
91 KRT1 0.0038023
92 TRPA1 0.0037879
93 PROL1 0.0037594
94 KRT81 0.0036900
95 TTYH1 0.0036765
96 SCRG1 0.0036630
97 CDSN 0.0036496
98 ELF5 0.0036364
99 SYNM 0.0036232
100 PTN 0.0035211
Normal_Mutant
Gene Symbol Closeness
1 DES 1.0000000
2 MB 1.0000000
3 MSMB 1.0000000
4 ASPH 1.0000000
5 CRYAB 0.3333333
6 FHL1 0.1666667
7 MGST1 0.0714286
8 OLFM4 0.0416667
9 CYR61 0.0357143
10 HSPB6 0.0312500
11 EGR1 0.0294118
12 DUSP1 0.0270270
13 FOS 0.0250000
14 DPT 0.0222222
15 TNNT3 0.0222222
16 ADH1B 0.0208333
17 TXNIP 0.0192308
18 ADIPOQ 0.0188679
19 HBA1 0.0169492
20 TNNT1 0.0151515
21 MYBPC1 0.0147059
22 MYH2 0.0136986
23 ACTA1 0.0136986
24 NEB 0.0126582
25 TNNI2 0.0120482
26 GJA1 0.0117647
27 CXCL13 0.0117647
28 KBTBD10 0.0113636
29 TNNC2 0.0113636
30 IGF1R 0.0113636
31 A2M 0.0112360
32 TIMP1 0.0111111
33 PPP1R1B 0.0111111
34 TNNC1 0.0103093
35 TRH 0.0103093
36 SEPP1 0.0101010
37 DHCR24 0.0101010
38 GRIA2 0.0101010
39 TTN 0.0100000
40 KRT18 0.0100000
41 NPY1R 0.0097087
42 LAPTM4B 0.0095238
43 LTF 0.0081301
44 S100A16 0.0079365
45 ALB 0.0078125
46 KRT7 0.0075758
47 RARRES3 0.0074627
48 IGJ 0.0074074
49 CYP2B7P1 0.0069444
50 BST2 0.0069444
51 HMGCS2 0.0068966
52 CLEC3A 0.0067568
53 MDK 0.0067114
54 CEACAM6 0.0061350
55 KRT15 0.0060976
56 CST5 0.0060976
57 PIP 0.0060241
58 APOD 0.0058480
59 TAT 0.0057803
60 NUCB2 0.0056818
61 CHGB 0.0056818
62 S100P 0.0055556
63 STARD10 0.0054054
64 CPB1 0.0054054
65 LGALS3BP 0.0053191
66 CYP2A7 0.0052632
67 CYP2A6 0.0052356
68 CHGA 0.0052083
69 TFF1 0.0052083
70 PPDPF 0.0051282
71 SLITRK6 0.0051282
72 XBP1 0.0051020
73 CARTPT 0.0050000
74 MIF 0.0049751
75 SAA2 0.0049751
76 SCGB2A2 0.0049261
77 BCAM 0.0048544
78 DCD 0.0048077
79 FXYD3 0.0047619
80 CRABP2 0.0047393
81 LOC643719 0.0047393
82 ECM1 0.0047170
83 C4A 0.0046948
84 GSTP1 0.0045249
85 PRLR 0.0044843
86 TFF3 0.0044643
87 CCND1 0.0044444
88 SLC9A3R1 0.0044248
89 HBA2 0.0043668
90 AGR2 0.0043290
91 FN1 0.0043103
92 PRSS23 0.0042918
93 MRPS30 0.0042735
94 SLC39A6 0.0042373
95 ESR1 0.0042017
96 MMP11 0.0041841
97 SERPINA3 0.0041667
98 CA12 0.0040984
99 NME1-NME2 0.0040161
100 PVALB 0.0040000
Normal_Nonmutant
Gene Symbol Closeness
1 EGR1 1.0000000
2 DES 1.0000000
3 MSMB 1.0000000
4 DCD 1.0000000
5 TNNT1 1.0000000
6 TNNC2 0.5000000
7 FOS 0.5000000
8 TNNI2 0.2500000
9 DUSP1 0.2500000
10 ZFP36 0.2000000
11 SEPP1 0.0833333
12 PRLR 0.0476190
13 CD24 0.0434783
14 SMS 0.0270270
15 CRYAB 0.0196078
16 HSPB6 0.0192308
17 DHRS2 0.0181818
18 TNNT3 0.0144928
19 FHL1 0.0142857
20 RARRES3 0.0142857
21 ALDOA 0.0133333
22 CYP4Z1 0.0125000
23 KRT15 0.0121951
24 WFDC2 0.0114943
25 C4A 0.0106383
26 SERPINA6 0.0106383
27 TNNC1 0.0104167
28 A2M 0.0104167
29 MYH2 0.0102041
30 KBTBD10 0.0098039
31 MB 0.0098039
32 PSMB3 0.0097087
33 FABP5 0.0097087
34 NEB 0.0096154
35 ACTA1 0.0096154
36 BST2 0.0095238
37 SLITRK6 0.0088496
38 S100P 0.0086957
39 C17orf37 0.0081301
40 KRT17 0.0080000
41 CA2 0.0080000
42 PSMD3 0.0078740
43 ERBB2 0.0077519
44 TTN 0.0076336
45 PNMT 0.0075758
46 NME1 0.0072993
47 NAT1 0.0065789
48 CEACAM6 0.0065359
49 DHCR24 0.0058824
50 LAPTM4B 0.0057471
51 GRIA2 0.0055556
52 SCUBE2 0.0055249
53 SLC9A3R1 0.0054054
54 MAL2 0.0051813
55 SYNGR2 0.0051282
56 CA12 0.0050251
57 GJA1 0.0050251
58 KRT19 0.0049751
59 AGR3 0.0049505
60 CFB 0.0049261
61 MAGED2 0.0048544
62 ESR1 0.0047393
63 MRPS30 0.0046729
64 SERPINA3 0.0046296
65 CLEC3A 0.0046083
66 SLC39A6 0.0045455
67 AGR2 0.0045045
68 NPY1R 0.0045045
69 CTSD 0.0044444
70 COX6C 0.0043860
71 TIMP1 0.0043478
72 JUP 0.0043103
73 CST5 0.0043103
74 CCND1 0.0042735
75 CYP2B7P1 0.0041322
76 HSPB1 0.0041152
77 GATA3 0.0040984
78 S100A11 0.0039683
79 PRSS23 0.0039683
80 CRABP2 0.0039526
81 TSPAN13 0.0039216
82 STAT1 0.0039216
83 KRT8 0.0038911
84 CIB1 0.0038610
85 CALML5 0.0038023
86 MDK 0.0037453
87 S100A16 0.0037453
88 POSTN 0.0036364
89 FN1 0.0036232
90 FSTL1 0.0036232
91 C3 0.0036232
92 CXCL13 0.0036101
93 MUC1 0.0035971
94 SPP1 0.0035971
95 IFITM1 0.0035714
96 S100A4 0.0034602
97 S100A14 0.0034364
98 CYP2A7 0.0034247
99 CYP2A6 0.0034247
100 DCN 0.0034130

Gene degree distribution for each comparison

Summary statistics of edge weights

Comparison Min Mean Max
Mutant-Nonmutant 0.00 0.5114883 1
Normal-Mutant 0.00 0.5417151 1
Normal-Nonmutant 0.02 0.5539881 1

Edge weight distribution plot for each comparison

The tables of the most scored nodes(genes with the highest sum of weights of connected edges/ shared genes are highlighted )

Mutant_Nonmutant
Gene Symbol Score
1 SOX10 16.75
2 PTN 16.21
3 SFRP1 15.43
4 KLK5 15.19
5 ELF5 14.89
6 ROPN1B 14.82
7 KRT7 14.21
8 GABRP 14.18
9 KRT16 14.07
10 A2ML1 13.06
11 MIA 13.03
12 PKP1 12.85
13 KRT6B 12.81
14 KRT81 12.75
15 KLK6 12.60
16 CRYAB 12.52
17 LGALS7B 12.52
18 DSG3 12.44
19 SBSN 12.38
20 WIF1 12.15
21 PIGR 11.93
22 SLC6A14 11.90
23 TNNT3 11.90
24 ECEL1 11.55
25 LY6D 11.38
26 C4orf7 11.35
27 SYNM 11.30
28 SLC7A2 11.26
29 S100B 11.18
30 S100A8 11.14
31 GLYATL2 11.09
32 KCNJ3 11.04
33 LTF 10.94
34 RHCG 10.87
35 ID4 10.77
36 TTYH1 10.75
37 SLPI 10.49
38 RARRES1 10.47
39 CHGB 10.32
40 MUCL1 10.31
41 MYH1 10.10
42 SLC16A6 9.93
43 GLRB 9.87
44 RPPH1 9.84
45 STAC2 9.78
46 CLCA2 9.77
47 NUDT8 9.72
48 IGSF21 9.66
49 PI16 9.55
50 SAA2 9.40
51 GPC3 9.34
52 NOVA1 9.34
53 KLK7 9.15
54 SLC5A8 8.88
55 FABP7 8.87
56 BPIL1 8.83
57 AOX1 8.77
58 S100A7A 8.77
59 SCRG1 8.70
60 MUC2 8.59
61 TAT 8.56
62 UCP1 8.55
63 SERHL2 8.49
64 MYH2 8.17
65 CYP4Z1 8.14
66 SLC13A2 8.08
67 CYP4Z2P 8.05
68 KRT6C 8.01
69 MYOZ1 7.98
70 ATP2A1 7.92
71 CITED1 7.89
72 ASRGL1 7.84
73 PYGM 7.83
74 TNNI2 7.75
75 CPE 7.70
76 SHROOM1 7.57
77 CA3 7.56
78 CEACAM6 7.56
79 KRT1 7.51
80 PCSK1 7.49
81 SPAG6 7.47
82 CLEC3A 7.46
83 APOBEC2 7.41
84 HMGCS2 7.40
85 MYBPC2 7.35
86 TRH 7.33
87 CLIC6 7.28
88 LRRN1 7.19
89 AQP5 7.06
90 PLA2G2A 7.04
91 TNNC1 7.02
92 PIP 6.87
93 S100A9 6.75
94 PCP4 6.72
95 KLK10 6.71
96 NRIP3 6.68
97 TPH1 6.63
98 NEB 6.59
99 AMIGO2 6.56
100 DIRAS3 6.47
Normal_Mutant
Gene Symbol Score
1 DCN 22.40
2 DST 21.27
3 GATA3 20.40
4 VIM 20.38
5 GSN 20.18
6 SFRP1 18.80
7 GPX3 18.44
8 MUC1 18.24
9 HSPB1 17.67
10 DPT 17.57
11 GPD1 17.22
12 AHNAK 16.77
13 CAV1 16.42
14 COX6A1 16.36
15 NUCB2 16.23
16 FHL1 16.13
17 PLIN4 16.02
18 TIMP1 15.52
19 CA3 15.50
20 CIDEC 15.35
21 FABP4 15.34
22 SPINT2 15.17
23 BGN 15.14
24 ANXA1 14.86
25 FN1 14.80
26 TNS1 14.79
27 PRDX1 14.63
28 CRYAB 14.60
29 ARF1 14.58
30 HSPB6 14.47
31 XBP1 14.47
32 S100A14 14.46
33 LPL 14.45
34 P4HB 14.38
35 LRP1 14.33
36 SLC9A3R1 14.32
37 ADH1B 14.29
38 ADIPOQ 14.24
39 AEBP1 13.80
40 TAGLN 13.79
41 PLIN1 13.78
42 CSRP1 13.48
43 ACTA2 13.45
44 LGALS3BP 13.42
45 S100A4 13.28
46 DHCR24 13.25
47 BCAM 13.05
48 CFB 13.03
49 MYL9 13.00
50 RBP4 12.95
51 SERPING1 12.89
52 SYNGR2 12.78
53 ALDOA 12.77
54 SRP9 12.71
55 ESR1 12.65
56 SAA2 12.65
57 STARD10 12.46
58 KRT7 12.45
59 SAA1 12.19
60 IFITM1 12.12
61 C1R 11.98
62 ERBB2 11.91
63 C3 11.85
64 TXNIP 11.77
65 TNNT3 11.74
66 CA12 11.64
67 RARRES3 11.56
68 SLPI 11.56
69 TPM2 11.54
70 S100A16 11.54
71 AGR2 11.49
72 KRT14 11.38
73 SERPINF1 11.30
74 HBA2 11.20
75 KRT8 11.13
76 RNASE1 11.03
77 MMP11 11.01
78 SERPINA3 10.97
79 S100P 10.96
80 HBB 10.90
81 CRABP2 10.83
82 FXYD3 10.83
83 MB 10.83
84 HBA1 10.82
85 MIF 10.80
86 TSPAN13 10.78
87 AGR3 10.75
88 KRT17 10.70
89 KRT5 10.64
90 MGP 10.59
91 FABP5 10.52
92 CD36 10.30
93 OAS3 10.19
94 SOD2 10.19
95 POSTN 10.17
96 H3F3A 10.16
97 SCD 10.15
98 CFL1 10.13
99 PDIA3 10.02
100 MAGED2 9.93
Normal_Nonmutant
Gene Symbol Score
1 DCN 23.43
2 CAV1 23.30
3 SPARCL1 21.75
4 DST 20.85
5 VIM 19.30
6 GSN 18.55
7 DPT 18.37
8 BGN 18.32
9 GPX3 18.18
10 HSPB1 18.05
11 GPD1 17.97
12 FHL1 17.74
13 FABP4 17.54
14 VWF 17.46
15 LRP1 17.42
16 MUC1 17.36
17 CRYAB 16.77
18 CA3 16.73
19 GATA3 16.72
20 CIDEC 16.65
21 SFRP1 16.65
22 ADH1B 16.54
23 S100A11 16.34
24 TIMP1 15.89
25 SPINT2 15.84
26 SERPING1 15.49
27 ARF1 15.31
28 SLC9A3R1 15.26
29 XBP1 15.09
30 TNS1 15.06
31 ADIPOQ 14.98
32 AHNAK 14.93
33 PLIN4 14.81
34 SPTBN1 14.79
35 AEBP1 14.77
36 PLIN1 14.58
37 TPM2 14.42
38 SAA1 14.25
39 ACTA2 14.22
40 ANXA1 14.14
41 S100A4 14.11
42 SMS 14.06
43 NUCB2 13.96
44 H3F3A 13.88
45 RNASE1 13.67
46 HSPB6 13.26
47 ESR1 13.25
48 MAGED2 13.05
49 S100A14 12.91
50 LPL 12.46
51 FSTL1 12.43
52 S100P 12.33
53 KRT8 12.28
54 SCUBE2 12.22
55 DHCR24 12.17
56 FN1 12.06
57 RBP4 12.05
58 ACSL1 11.99
59 TAGLN 11.94
60 COL1A1 11.92
61 MIF 11.82
62 CA12 11.80
63 MYL9 11.69
64 STARD10 11.64
65 FADS2 11.62
66 S100A16 11.59
67 RARRES3 11.58
68 HBB 11.26
69 ALDOA 11.25
70 CD36 11.13
71 SERPINF1 11.10
72 JUP 11.05
73 IFITM1 10.99
74 HBA1 10.98
75 TSPAN13 10.89
76 HBA2 10.84
77 CFB 10.83
78 SLPI 10.81
79 C3 10.75
80 MARCKSL1 10.72
81 G0S2 10.60
82 COL3A1 10.58
83 SEPP1 10.56
84 TXNIP 10.48
85 SFRP2 10.43
86 CSRP1 10.42
87 TNNT3 10.38
88 KRT14 10.30
89 MAL2 10.22
90 TNNC1 10.20
91 KRT17 10.18
92 AGR3 10.09
93 COL1A2 9.94
94 IDH2 9.90
95 C10orf116 9.89
96 SLC39A6 9.84
97 KRT5 9.83
98 COX6C 9.80
99 SYNGR2 9.79
100 MB 9.77

List of top ten strongest connections for each comparison

Mutant_Nonmutant
From To Strength Edge Score
1 SFRP1 SOX10 1 258.4525
2 SOX10 TTYH1 1 180.0625
3 TTYH1 ROPN1B 1 159.3150
4 STAC2 PTN 1 158.5338
5 KLK7 KLK5 1 138.9885
6 GLRB KCNJ3 1 108.9648
7 KRT6B KRT6C 1 102.6081
8 S100B PYGM 1 87.5394
9 LGALS7B LGALS7 1 73.1168
10 PI3 SLPI 1 67.1360
11 CYP4Z2P CYP4Z1 1 65.5270
12 CLIC6 MYBPC1 1 40.4040
13 PNMT TCAP 1 37.0368
14 TSKU GAB2 1 26.9724
15 FGB FGG 1 25.0230
16 ASCL1 NELL1 1 24.2820
17 TPSAB1 TPSD1 1 19.8220
18 TPSB2 TPSD1 1 15.4760
19 TPSAB1 TPSB2 1 10.9208
20 ALB AFP 1 4.6200
Normal_Mutant
From To Strength Edge Score
1 DST SFRP1 1 399.8760
2 AHNAK DST 1 356.6979
3 HSPB1 COX6A1 1 289.0812
4 DCN SERPING1 1 288.7360
5 VIM S100A4 1 270.6464
6 GPX3 ADH1B 1 263.5076
7 CSRP1 SFRP1 1 253.4240
8 TNS1 AHNAK 1 248.0283
9 COX6A1 PRDX1 1 239.3468
10 BGN TIMP1 1 234.9728
11 TNS1 LRP1 1 211.9407
12 BGN AEBP1 1 208.9320
13 DCN COL1A2 1 206.3040
14 PLIN1 HSPB6 1 199.3966
15 SPINT2 BCAM 1 197.9685
16 COL1A1 DCN 1 187.7120
17 AEBP1 ACTA2 1 185.6100
18 ACTA2 TAGLN 1 185.4755
19 TAGLN MYL9 1 179.2700
20 SYNGR2 LGALS3BP 1 171.5076
Normal_Nonmutant
From To Strength Edge Score
1 DST SPARCL1 1 453.4875
2 VWF SPARCL1 1 379.7550
3 DCN SERPING1 1 362.9307
4 AHNAK DST 1 311.2905
5 GPX3 ADH1B 1 300.6972
6 BGN TIMP1 1 291.1048
7 ADH1B CA3 1 276.7142
8 BGN AEBP1 1 270.5864
9 XBP1 S100A11 1 246.5706
10 H3F3A S100A11 1 226.7992
11 BGN COL1A1 1 218.3744
12 ARF1 H3F3A 1 212.5028
13 LPL CIDEC 1 207.4590
14 BGN SERPINF1 1 203.3520
15 RNASE1 S100A4 1 192.8837
16 BGN SFRP2 1 191.0776
17 MUC1 CFB 1 188.0088
18 XBP1 SCUBE2 1 184.3998
19 AEBP1 FN1 1 178.1262
20 CSRP1 SFRP1 1 173.4930

Venn diagram of shared hub genes (with the highest sum of weights of connected edges)

Louvain community detection for each comparison (considering an undirected graph/ hub genes “with the highest sum of weights of connected edges” are highlighted)
Mutant_Nonmutant
Cluster Content
1 AMY2A , PCSK6 , CPE , TSKU , TSPAN8 , HDC , BCHE , GAB2 , CA2 , MYOC , GPM6A , LOC643719, SLC27A2 , AMIGO2 , TMEM64 , GLRB , CEACAM6, MYBPC1 , SLC7A2 , SSTR2 , SLC16A6, PTHLH , WDR72 , TFPI2 , PCDH10 , TPSAB1 , CLIC6 , TPSB2 , SLC26A3 , DHRS9 , IL20 , CORO6 , BPIL1 , TRPA1 , MUC2 , NTS , IGSF1 , SERHL2 , DIRAS3 , UCP1 , AQP5 , CHGB , CHRNA9 , TRH , SLC6A4 , SPAG6 , PIP , TPSD1 , CYP24A1 , KCNJ3 , PCSK1 , TPH1 , MS4A8B , CARTPT , TAT , NPY1R , SLC5A8 , CBLN2 , UGT2B4
2 ZPLD1 , LOC284379, GDF9 , PLP1 , NTNG1 , CHRDL2 , PEG3 , CRABP1 , SHROOM1, PNMT , COL9A2 , LRRN1 , DES , MS4A7 , KLHDC7A , NRIP3 , KLK13 , NPTX1 , KLK14 , IGSF21 , TARP , KLK12 , ALB , CLCA2 , AFP , NUDT8 , AMBP , NOVA1 , LTF , CXADRP3 , CDSN , KLK10 , CYP4Z2P, CYP4Z1 , S100A9 , NELL1 , ASCL1 , CELP
3 LOC284749, MAEL , OLFM4 , ASRGL1 , CYP4F8 , ARHGAP36 , LBP , SLC13A2, S100A7A, CD177 , AOX1 , MUCL1 , TF , GRB14 , SLPI , FGL1 , CITED1 , GLYATL2, PPP1R1B , C2orf54 , CRISP3 , FGB , HMGCS2 , FGG , CLEC3A
4 IGF1R , TYRP1 , FOLR1 , KRT15 , KRT7 , CRISPLD1, PROM1 , SCGB2A1
5 CSN1S1 , MSLN , SCRG1 , A2ML1 , KRT1 , TTYH1 , ECEL1 , STAC2 , FABP7 , XDH , C4orf7 , KRT81 , LGALS7B, PCP4 , RARRES1, MIA , PI3 , GABRP , FOXC1 , RPPH1 , PKP1 , UBD , ROPN1B , KLK7 , S100A8 , SBSN , WIF1 , KLK6 , SLC6A14, CASP14 , KRT16 , DSG3 , PSCA , KLK5 , SFRP1 , LGALS7 , SOX10 , PTN , ELF5 , KRT6B , PENK , LY6D , PROL1 , PIGR , KRT6C , RHCG
6 WNT11 , MYH1 , MYH2 , GPC3 , TCAP , PLA2G2A, NRAP , TNNC2 , ID4 , NEB , CRYAB , TNNT3 , CA3 , SYNM , TNNI2 , PRG4 , MARCO , MYBPC2 , S100B , TNNC1 , SLN , ATP2A1 , SYNPO2L , PI16 , APOBEC2, MYOZ1 , PYGM , SAA2 , MYOT , ACTA1
Normal_Mutant
Cluster Content
1 TNS1 , GSN , CAV1 , FHL1 , ANXA1 , HSPB6 , LPL , GPX3 , CRYAB , HBB , BGN , DST , CA3 , DPT , TXNIP , HBA2 , HBA1 , CIDEC , CD36 , VIM , PLIN4 , PLIN1 , RBP4 , CSRP1 , GPD1 , ADIPOQ , ZFP36 , TPM2 , FABP4 , EGR1 , MYL9 , LRP1 , RNASE1 , SAA1 , ADH1B , DES , S100A4 , SAA2 , ACTA2 , DCN , SFRP1 , FOS , SERPING1, TAGLN , CYR61 , A2M , CGA , C1R , C3 , SERPINF1, KRT14 , SPP1 , CSN1S1 , KRT5 , MMP9 , KRT17 , FABP5 , IGJ , SCD
2 MMP11 , FN1 , POSTN , DUSP1 , COL1A1 , SEPP1 , COL1A2 , COL3A1 , AEBP1 , OLFM4 , INS-IGF2, IGF2 , C4orf7
3 GATA3 , SYNGR2 , ARF1 , STARD10 , HIST2H2AA3, SRP9 , SLC9A3R1, TSPAN13 , COX6C , H3F3A , AHNAK , CRIP1 , CFL1 , NME1 , CEACAM6 , ISG15 , S100P , PDIA3 , S100A14 , PRDX1 , SPINT2 , MUC1 , KRT8 , MAGED2 , KRT18 , MB , MIF , IFI6 , P4HB , HIST1H1C , CRABP2 , HSPB1 , IGF1R , RPN2 , PPDPF , COX6A1 , CCND1 , ECM1 , TFF3 , PRLR , OAS3 , AGR2 , FXYD3 , JUP , KRT19 , SOD2 , PVALB , ALDOA , LDHB , DHCR24 , MSMB , TIMP1 , KRT15 , LGALS3BP, STAT1 , IFI27 , BCAM , C4A , BST2 , NME1-NME2 , C10orf116 , ASPH , RARRES3 , S100A16 , C17orf37 , SLPI , MDK , TFF1 , CD24 , LAPTM4B , GSTP1 , ERBB2 , MGST1 , MUCL1 , APOD , SERPINA6 , ALB , DHRS2 , KRT7 , HMGCS2 , CALML5 , SCGB2A2 , PPP1R1B , TNNT1 , CRISP3
4 TTN , KBTBD10, TNNI2 , NEB , TNNC2 , ENO3 , TNNC1 , MYH2 , TNNT3, ACTA1 , TRH , CHGA
5 SLC39A6 , NAT1 , AGR3 , MRPS30 , CFB , CA12 , ESR1 , NUCB2 , XBP1 , CYP2B7P1 , CPB1 , CST5 , IFITM1 , GRIA2 , CYP2A7 , S100A7 , SLITRK6 , GJA1 , CLEC3A , PRSS23 , DCD , CYP2A6 , SERPINA3, CHGB , CARTPT , MGP , CXCL13 , CRISPLD1 , TAT , LTF , MYBPC1 , LOC643719 , FGB , NPY1R , PIP
Normal_Nonmutant
Cluster Content
1 TNS1 , FHL1 , CAV1 , GSN , SPTBN1 , HSPB6 , HBB , LPL , HBA2 , GPX3 , ANXA1 , TNNI2 , HBA1 , CIDEC , CA3 , ACSL1 , DST , TXNIP , PLIN1 , RBP4 , G0S2 , PLIN4 , DPT , GPD1 , CRYAB , MMP11 , ADIPOQ , VWF , CD36 , FABP4 , ADH1B , CSRP1 , EGR1 , ZFP36 , SAA1 , VIM , BGN , AHNAK , FN1 , SPARCL1 , TPM2 , DUSP1 , ACTA2 , SAA2 , FOS , SEPP1 , MYL9 , DCN , LRP1 , DES , RNASE1 , SERPING1, SFRP1 , POSTN , CYR61 , TAGLN , S100A4 , COL1A1 , FSTL1 , KRT14 , C3 , COL1A2 , SERPINF1, PRLR , IGJ , SPP1 , MMP9 , AEBP1 , COL3A1 , SCD , SFRP2 , LYZ , CD52
2 TTN , ENO3 , KBTBD10, NEB , TNNC1, TNNC2 , TNNT3, MYH2 , ACTA1 , PVALB , CHGA
3 MB , ARF1 , H3F3A , TSPAN13 , GATA3 , MARCKSL1 , HIST2H2AA3 , MAL2 , STARD10 , COX6C , NME1 , SPINT2 , SLC9A3R1 , JUP , SMS , KRT18 , KRT8 , SYNGR2 , MUC1 , CA12 , MIF , ISG15 , KRT19 , LDHB , CRIP1 , NAT1 , CRABP2 , MAGED2 , CFB , S100A14 , PPDPF , CIB1 , MYBPC1 , XBP1 , ESR1 , AGR2 , AGR3 , IFI6 , OAS3 , RBBP7 , HIST1H1C , MRPS30 , CEACAM6 , S100A11 , CYP2B7P1 , HSPB1 , SLC39A6 , TIMP1 , ALDOA , DHCR24 , CTSD , CCND1 , RARRES3 , MGST1 , ERBB2 , STAT1 , TFF3 , CST5 , IDH2 , C4A , MDK , BST2 , NUCB2 , TFF1 , S100A16 , ECM1 , TRH , MSMB , LAPTM4B , IFI27 , C10orf116, CLEC3A , SERPINA3 , IFITM1 , SLITRK6 , CYP2A7 , CHGB , PRSS23 , CPB1 , CYP2A6 , FADS2 , CARTPT , GRIA2 , SCUBE2 , KLK14 , PNMT , KRT15 , TNNT1 , CA2 , NPY1R , FGB , GJA1 , SERPINA6 , CALML5 , CYP4Z1 , WFDC2 , SCGB2A2 , CXCL13 , SCGB2A1 , SCGB1D2 , DHRS2
4 S100P , A2M , C17orf37 , KRT5 , PSMB3 , KRT17 , PSMD3 , FXYD3 , CGA , S100A7 , APOD , FABP5 , CD24 , DCD , S100A8 , S100A9 , SLPI , CRISP3 , LOC643719

Infomap community detection for each comparison (considering a directed graph/ hub genes “with the highest sum of weights of connected edges” are highlighted)

Mutant_Nonmutant
Cluster Conten
1 AMY2A , PCSK6 , CPE , TSKU , IGF1R , TSPAN8 , HDC , BCHE , GAB2 , CA2 , MYOC , GPM6A , NTNG1 , LOC643719, SLC27A2 , CHRDL2 , AMIGO2 , TMEM64 , GLRB , CEACAM6, MYBPC1 , SLC7A2 , SSTR2 , SLC16A6, WDR72 , TARP , CLIC6 , SLC26A3 , DHRS9 , IL20 , BPIL1 , NOVA1 , TRPA1 , MUC2 , IGSF1 , SERHL2 , DIRAS3 , UCP1 , AQP5 , CHGB , CHRNA9 , TRH , SLC6A4 , SPAG6 , PIP , CYP24A1 , KCNJ3 , PCSK1 , TPH1 , MYOT , MS4A8B , CARTPT , TAT , NPY1R , SLC5A8 , NELL1 , UGT2B4 , ASCL1
2 ZPLD1 , PLP1 , CLCA2 , NUDT8 , CD177 , MUCL1 , CYP4Z2P, GLYATL2, CYP4Z1 , CRISP3
3 LOC284749, OLFM4 , ARHGAP36 , TF , NTS , GRB14 , FGL1 , CITED1 , FGB , FGG , CLEC3A
4 CSN1S1 , MSLN , LOC284379, SCRG1 , A2ML1 , KRT1 , TTYH1 , ECEL1 , CRABP1 , STAC2 , FABP7 , XDH , C4orf7 , KRT81 , LGALS7B, PCP4 , RARRES1, MIA , PI3 , LBP , GABRP , FOXC1 , RPPH1 , PKP1 , SLC13A2, UBD , ROPN1B , KLK7 , S100A8 , CRYAB , SBSN , S100A7A, WIF1 , KLK6 , SYNM , AMBP , SLC6A14, AOX1 , CASP14 , MARCO , KRT16 , DSG3 , KLK5 , SLPI , SFRP1 , LGALS7 , SOX10 , PTN , PI16 , ELF5 , KRT6B , PPP1R1B , SAA2 , PENK , LY6D , PROL1 , S100A9 , PIGR , KRT6C , RHCG , CELP
5 GDF9 , WNT11 , MYH1 , MAEL , PEG3 , GPC3 , TCAP , PNMT , LRRN1 , PLA2G2A, CYP4F8 , MS4A7 , NRAP , KLHDC7A , NRIP3 , NPTX1 , KLK14 , IGSF21 , TNNC2 , PCDH10 , NEB , TPSAB1 , TPSB2 , TNNT3 , CORO6 , TNNI2 , PRG4 , MYBPC2 , S100B , TNNC1 , SLN , LTF , CXADRP3 , SYNPO2L , CDSN , APOBEC2, MYOZ1 , TPSD1 , CBLN2
6 MYH2 , DES , PTHLH , KLK13 , TFPI2 , KLK12 , ID4 , CA3 , ATP2A1, KLK10 , PYGM , ACTA1
7 SHROOM1, ASRGL1 , COL9A2 , TYRP1 , FOLR1 , KRT15 , PSCA , C2orf54 , SCGB2A1 , HMGCS2
8 ALB, AFP
9 KRT7 , CRISPLD1, PROM1
Normal_Mutant
Cluster Content
1 TNS1 , GSN , CAV1 , MMP11 , FHL1 , ANXA1 , LPL , GPX3 , CRYAB , HBB , FN1 , BGN , DST , CA3 , HBA2 , ENO3 , HBA1 , CIDEC , CD36 , VIM , PLIN4 , AHNAK , PLIN1 , RBP4 , CSRP1 , GPD1 , ADIPOQ , ZFP36 , TPM2 , FABP4 , MYL9 , LRP1 , POSTN , RNASE1 , SAA1 , ADH1B , DES , S100A4 , SAA2 , ACTA2 , DCN , SFRP1 , COL1A1 , SERPING1, TAGLN , CGA , C1R , SOD2 , C3 , MSMB , SERPINF1, KRT14 , COL1A2 , SPP1 , CSN1S1 , KRT5 , MMP9 , KRT17 , FABP5 , COL3A1 , S100A7 , AEBP1 , IGJ , INS-IGF2 , IGF2 , C4orf7 , SCD
2 GATA3 , SYNGR2 , ARF1 , STARD10 , HIST2H2AA3, SRP9 , SLC9A3R1, TSPAN13 , COX6C , H3F3A , CRIP1 , CFL1 , NME1 , ISG15 , S100P , PDIA3 , S100A14 , PRDX1 , SPINT2 , SLC39A6 , MUC1 , KRT8 , NAT1 , KRT18 , MB , MIF , IFI6 , P4HB , AGR3 , HIST1H1C , CRABP2 , HSPB1 , MRPS30 , RPN2 , CFB , CA12 , PPDPF , ESR1 , COX6A1 , CCND1 , ECM1 , TFF3 , NUCB2 , PRLR , OAS3 , XBP1 , AGR2 , FXYD3 , JUP , KRT19 , PVALB , ALDOA , LDHB , KRT15 , LGALS3BP, STAT1 , IFI27 , BCAM , C4A , NME1-NME2 , C10orf116 , RARRES3 , CPB1 , C17orf37 , SLPI , IFITM1 , MDK , TFF1 , CD24 , GSTP1 , ERBB2 , PRSS23 , MUCL1 , APOD , SERPINA3, SERPINA6 , DHRS2 , MGP , CRISPLD1 , CALML5 , SCGB2A2 , FGB , CRISP3
3 TTN , HSPB6, KBTBD10, NEB , TNNC2 , TNNC1 , TNNT3, ACTA1 , TRH
4 TNNI2 , MYH2 , SEPP1 , CYP2B7P1 , CST5 , CHGA , GRIA2 , CYP2A7 , SLITRK6 , CLEC3A , DCD , CYP2A6 , CHGB , CARTPT , TAT , LTF , LOC643719, PIP
5 DPT, IGF1R, TNNT1
6 TXNIP, DUSP1 , GJA1 , CXCL13 , MYBPC1 , NPY1R
7 CEACAM6, A2M , KRT7 , HMGCS2 , PPP1R1B
8 EGR1 , FOS , CYR61, OLFM4, MGST1
9 MAGED2, ASPH
10 DHCR24 , TIMP1 , BST2 , S100A16, LAPTM4B , ALB
Normal_Nonmutant
Cluster Content
1 TNS1 , FHL1 , CAV1 , GSN , SPTBN1 , HSPB6 , ENO3 , HBB , LPL , HBA2 , GPX3 , ANXA1 , TNNI2 , HBA1 , CIDEC , CA3 , ACSL1 , DST , TNNC1 , TXNIP , PLIN1 , TNNC2 , RBP4 , G0S2 , PLIN4 , DPT , GPD1 , CRYAB , MMP11 , ADIPOQ , TNNT3 , VWF , CD36 , FABP4 , ADH1B , CSRP1 , SAA1 , VIM , BGN , AHNAK , FN1 , SPARCL1 , TPM2 , ACTA2 , SAA2 , MYL9 , DCN , LRP1 , DES , RNASE1 , SERPING1, SFRP1 , POSTN , TAGLN , S100A4 , COL1A1 , FSTL1 , KRT14 , C3 , KRT5 , COL1A2 , SERPINF1, IGJ , SPP1 , MMP9 , AEBP1 , COL3A1 , CGA , SCD , S100A7 , MSMB , APOD , SFRP2 , S100A8 , S100A9 , LYZ , SLPI , CRISP3
2 TTN , KBTBD10, NEB , MYH2 , ACTA1 , MAL2 , PVALB , LAPTM4B, CHGA , CA2
3 EGR1 , ZFP36 , DUSP1 , FOS , SEPP1, CYR61 , PRLR , MGST1
4 MB , ALDOA , C10orf116, SERPINA6
5 ARF1 , H3F3A , TSPAN13 , GATA3 , MARCKSL1, HIST2H2AA3, STARD10 , COX6C , SPINT2 , SLC9A3R1, JUP , SMS , KRT18 , KRT8 , SYNGR2 , MUC1 , CA12 , MIF , ISG15 , S100P , KRT19 , LDHB , CRIP1 , NAT1 , CRABP2 , MAGED2 , CFB , S100A14 , PPDPF , CIB1 , MYBPC1 , XBP1 , ESR1 , AGR2 , AGR3 , IFI6 , OAS3 , RBBP7 , HIST1H1C , MRPS30 , CEACAM6 , S100A11 , CYP2B7P1 , HSPB1 , SLC39A6 , TIMP1 , DHCR24 , CTSD , CCND1 , FXYD3 , RARRES3 , STAT1 , TFF3 , IDH2 , C4A , MDK , BST2 , NUCB2 , TFF1 , S100A16 , ECM1 , TRH , IFI27 , CLEC3A , SERPINA3 , IFITM1 , SLITRK6 , PRSS23 , CPB1 , FADS2 , CD24 , GRIA2 , SCUBE2 , KLK14 , KRT15 , TNNT1 , NPY1R , FGB , GJA1 , CALML5 , CYP4Z1 , CD52 , WFDC2 , SCGB2A2 , CXCL13 , SCGB2A1 , SCGB1D2
6 NME1 , A2M , C17orf37, PSMB3 , KRT17 , PSMD3 , ERBB2 , FABP5 , PNMT , DHRS2
7 CST5 , CYP2A7, CHGB , CYP2A6, CARTPT
8 DCD , LOC643719

Hub genes based on Markov Blanket size

Mutant_Nonmutant
Gene MB Size Content
1 SFRP1 122 AMY2A , LOC284749, CPE , IGF1R , CSN1S1 , TSPAN8 , GDF9 , SCRG1 , CA2 , NTNG1 , KRT1 , MAEL , SLC27A2 , PEG3 , TTYH1 , ECEL1 , AMIGO2 , GLRB , CEACAM6 , MYBPC1 , OLFM4 , ASRGL1 , COL9A2 , SLC16A6 , STAC2 , CYP4F8 , FABP7 , MS4A7 , NRAP , XDH , WDR72 , C4orf7 , NPTX1 , IGSF21 , KRT15 , KRT81 , LGALS7B , PCP4 , RARRES1 , TARP , MIA , PCDH10 , PI3 , LBP , GABRP , RPPH1 , PKP1 , UBD , ROPN1B , TPSAB1 , KLK7 , S100A8 , CRYAB , CLIC6 , CLCA2 , SBSN , NUDT8 , SLC26A3 , IL20 , S100A7A , WIF1 , SYNM , SLC6A14 , NOVA1 , CASP14 , PRG4 , MARCO , S100B , KRT16 , MUCL1 , TRPA1 , NTS , IGSF1 , DSG3 , PSCA , KLK5 , GRB14 , TNNC1 , SERHL2 , SLPI , FGL1 , DIRAS3 , LTF , LGALS7 , SOX10 , SYNPO2L , CDSN , PTN , PI16 , APOBEC2 , CHGB , CHRNA9 , CITED1 , ELF5 , GLYATL2 , TRH , SLC6A4 , KRT6B , PPP1R1B , SAA2 , KCNJ3 , PENK , LY6D , PROL1 , C2orf54 , CRISP3 , S100A9 , MS4A8B , CARTPT , TAT , NPY1R , PIGR , FGB , ACTA1 , HMGCS2 , FGG , NELL1 , KRT6C , RHCG , UGT2B4 , ASCL1 , CLEC3A
2 GLYATL2 117 ZPLD1 , TSKU , CSN1S1 , TSPAN8 , LOC284379, GDF9 , GAB2 , PLP1 , SCRG1 , CA2 , A2ML1 , NTNG1 , MYH1 , KRT1 , CHRDL2 , PEG3 , TTYH1 , ECEL1 , CEACAM6 , TCAP , SHROOM1 , PNMT , ASRGL1 , COL9A2 , LRRN1 , SLC16A6 , STAC2 , PLA2G2A , CYP4F8 , ARHGAP36 , FABP7 , MS4A7 , NRAP , C4orf7 , FOLR1 , NPTX1 , TNNC2 , KRT81 , LGALS7B , PCP4 , RARRES1 , MIA , PCDH10 , PI3 , LBP , GABRP , FOXC1 , RPPH1 , PKP1 , SLC13A2 , UBD , ROPN1B , NEB , KLK7 , S100A8 , CRYAB , CLCA2 , SBSN , NUDT8 , SLC26A3 , S100A7A , WIF1 , SYNM , SLC6A14 , BPIL1 , AOX1 , CASP14 , PRG4 , MARCO , S100B , KRT16 , MUCL1 , MUC2 , CRISPLD1 , IGSF1 , DSG3 , KLK5 , SERHL2 , SLPI , FGL1 , SFRP1 , DIRAS3 , LTF , LGALS7 , SOX10 , CDSN , AQP5 , PTN , PI16 , CYP4Z2P , CHRNA9 , ELF5 , CYP4Z1 , KRT6B , SPAG6 , PIP , PPP1R1B , SAA2 , KCNJ3 , PENK , LY6D , PROL1 , C2orf54 , TPH1 , CRISP3 , S100A9 , SCGB2A1 , CARTPT , TAT , NPY1R , PIGR , FGB , HMGCS2 , FGG , KRT6C , CBLN2 , RHCG
3 CRYAB 112 CPE , GDF9 , SCRG1 , CA2 , MYOC , A2ML1 , WNT11 , MYH1 , KRT1 , MYH2 , TTYH1 , ECEL1 , AMIGO2 , GPC3 , SSTR2 , ASRGL1 , COL9A2 , SLC16A6 , STAC2 , PLA2G2A , DES , ARHGAP36, FABP7 , PTHLH , NRAP , NRIP3 , XDH , C4orf7 , IGSF21 , TNNC2 , KRT81 , LGALS7B , PCP4 , RARRES1 , MIA , PCDH10 , LBP , GABRP , ID4 , FOXC1 , RPPH1 , PKP1 , SLC13A2 , UBD , ROPN1B , NEB , KLK7 , S100A8 , TPSB2 , TNNT3 , CLCA2 , AFP , SBSN , CA3 , IL20 , S100A7A , WIF1 , CORO6 , SYNM , TNNI2 , SLC6A14 , AOX1 , CASP14 , PRG4 , MARCO , MYBPC2 , S100B , KRT16 , MUCL1 , TF , NTS , IGSF1 , DSG3 , KLK5 , TNNC1 , SERHL2 , SLN , SLPI , FGL1 , SFRP1 , DIRAS3 , ATP2A1 , UCP1 , LTF , LGALS7 , SOX10 , SYNPO2L , PTN , PI16 , APOBEC2 , CHGB , ELF5 , GLYATL2 , MYOZ1 , PYGM , SLC6A4 , KRT6B , PPP1R1B , SAA2 , PENK , LY6D , PROL1 , S100A9 , MS4A8B , PIGR , FGB , ACTA1 , HMGCS2 , FGG , KRT6C , RHCG , UGT2B4
4 S100B 112 CSN1S1 , GDF9 , SCRG1 , CA2 , MYOC , NTNG1 , WNT11 , MYH1 , KRT1 , MYH2 , TTYH1 , ECEL1 , GPC3 , GLRB , CEACAM6 , TCAP , SHROOM1 , PNMT , STAC2 , PLA2G2A , CYP4F8 , DES , ARHGAP36, FABP7 , MS4A7 , NRAP , KLHDC7A , NRIP3 , XDH , IGSF21 , TNNC2 , KRT81 , LGALS7B , PCP4 , RARRES1 , MIA , PCDH10 , PI3 , LBP , GABRP , ID4 , RPPH1 , PKP1 , SLC13A2 , UBD , ROPN1B , NEB , KLK7 , S100A8 , CRYAB , TPSB2 , TNNT3 , CLCA2 , AFP , SBSN , NUDT8 , CA3 , IL20 , WIF1 , SYNM , TNNI2 , SLC6A14 , AOX1 , NOVA1 , CASP14 , PRG4 , MARCO , MYBPC2 , MUCL1 , TF , NTS , IGSF1 , PSCA , KLK5 , TNNC1 , SLN , FGL1 , SFRP1 , DIRAS3 , ATP2A1 , LTF , SOX10 , CXADRP3 , SYNPO2L , PTN , PI16 , CYP4Z2P , APOBEC2 , CHGB , ELF5 , GLYATL2 , CYP4Z1 , MYOZ1 , PYGM , KRT6B , SPAG6 , PIP , PPP1R1B , CYP24A1 , SAA2 , PENK , TPH1 , MS4A8B , TAT , NPY1R , FGB , ACTA1 , HMGCS2 , FGG , NELL1 , UGT2B4 , CLEC3A
5 PKP1 110 AMY2A , PCSK6 , CPE , CSN1S1 , TSPAN8 , HDC , BCHE , GDF9 , SCRG1 , CA2 , A2ML1 , GPM6A , NTNG1 , WNT11 , KRT1 , TTYH1 , ECEL1 , AMIGO2 , GPC3 , GLRB , CEACAM6, SLC7A2 , SSTR2 , SLC16A6, STAC2 , TYRP1 , PLA2G2A, CYP4F8 , FABP7 , NRAP , XDH , WDR72 , C4orf7 , IGSF21 , TNNC2 , KRT81 , LGALS7B, PCP4 , RARRES1, MIA , PCDH10 , PI3 , LBP , GABRP , FOXC1 , RPPH1 , SLC13A2, UBD , ROPN1B , NEB , KLK7 , S100A8 , CRYAB , TNNT3 , CLCA2 , SBSN , SLC26A3, DHRS9 , IL20 , S100A7A, WIF1 , SYNM , TNNI2 , SLC6A14, CD177 , BPIL1 , AOX1 , NOVA1 , CASP14 , PRG4 , MARCO , MYBPC2 , S100B , KRT16 , MUCL1 , DSG3 , PSCA , KLK5 , TNNC1 , SLN , SLPI , FGL1 , SFRP1 , DIRAS3 , UCP1 , LTF , LGALS7 , SOX10 , CDSN , PTN , PI16 , CYP4Z2P, CHGB , ELF5 , GLYATL2, TRH , SLC6A4 , KRT6B , PPP1R1B, SAA2 , PENK , LY6D , PROL1 , S100A9 , PIGR , FGB , FGG , KRT6C , RHCG , CELP
6 MIA 108 CSN1S1 , GDF9 , SCRG1 , CA2 , A2ML1 , KRT1 , TTYH1 , ECEL1 , GPC3 , COL9A2 , SLC16A6 , STAC2 , TYRP1 , PLA2G2A , CYP4F8 , DES , ARHGAP36, FABP7 , PTHLH , MS4A7 , NRAP , NRIP3 , XDH , C4orf7 , FOLR1 , KRT15 , KRT81 , LGALS7B , PCP4 , RARRES1 , PI3 , GABRP , ID4 , FOXC1 , RPPH1 , PKP1 , SLC13A2 , UBD , ROPN1B , NEB , KLK7 , S100A8 , CRYAB , TNNT3 , CLCA2 , AFP , SBSN , NUDT8 , SLC26A3 , CA3 , WIF1 , KLK6 , SYNM , TNNI2 , SLC6A14 , CD177 , AOX1 , CASP14 , PRG4 , MYBPC2 , S100B , KRT16 , MUCL1 , TF , NTS , DSG3 , PSCA , KLK5 , TNNC1 , SERHL2 , SLN , SLPI , FGL1 , SFRP1 , DIRAS3 , ATP2A1 , SOX10 , SYNPO2L , AQP5 , PTN , PI16 , CYP4Z2P , APOBEC2 , ELF5 , GLYATL2 , MYOZ1 , PYGM , KRT6B , PIP , PPP1R1B , SAA2 , PENK , LY6D , PROL1 , C2orf54 , S100A9 , SCGB2A1 , TAT , NPY1R , PIGR , FGB , ACTA1 , HMGCS2 , FGG , KRT6C , RHCG , UGT2B4 , CELP
7 CLCA2 108 AMY2A , ZPLD1 , CPE , CSN1S1 , MSLN , TSPAN8 , BCHE , GDF9 , PLP1 , SCRG1 , GPM6A , NTNG1 , WNT11 , LOC643719, KRT1 , MAEL , TTYH1 , ECEL1 , GPC3 , GLRB , CEACAM6 , OLFM4 , SHROOM1 , PNMT , ASRGL1 , SLC16A6 , STAC2 , PLA2G2A , CYP4F8 , ARHGAP36 , FABP7 , WDR72 , C4orf7 , FOLR1 , KLK14 , IGSF21 , KRT15 , KRT81 , LGALS7B , RARRES1 , MIA , PCDH10 , PI3 , GABRP , RPPH1 , PKP1 , SLC13A2 , UBD , ROPN1B , TPSAB1 , KLK7 , KRT7 , S100A8 , CRYAB , CLIC6 , SBSN , NUDT8 , IL20 , WIF1 , KLK6 , CORO6 , SYNM , AMBP , SLC6A14 , BPIL1 , AOX1 , NOVA1 , PRG4 , MARCO , S100B , MUCL1 , CRISPLD1 , IGSF1 , KLK5 , SERHL2 , SLPI , FGL1 , SFRP1 , LTF , SOX10 , CXADRP3 , CDSN , PTN , CYP4Z2P , CHGB , CHRNA9 , ELF5 , GLYATL2 , CYP4Z1 , KRT6B , SPAG6 , PIP , CYP24A1 , SAA2 , KCNJ3 , PENK , LY6D , PROL1 , C2orf54 , S100A9 , NPY1R , PIGR , FGB , FGG , KRT6C , RHCG , ASCL1 , CELP
8 SOX10 104 CSN1S1 , GDF9 , SCRG1 , CA2 , MYOC , NTNG1 , KRT1 , TTYH1 , ECEL1 , PNMT , ASRGL1 , COL9A2 , LRRN1 , SLC16A6 , STAC2 , TYRP1 , ARHGAP36, FABP7 , NRAP , XDH , C4orf7 , FOLR1 , IGSF21 , KRT15 , TNNC2 , KRT81 , LGALS7B , PCP4 , RARRES1 , MIA , PI3 , ID4 , RPPH1 , PKP1 , SLC13A2 , UBD , ROPN1B , NEB , TPSAB1 , KLK7 , S100A8 , CRYAB , TPSB2 , CLCA2 , SBSN , SLC26A3 , CA3 , IL20 , WIF1 , KLK6 , SYNM , TNNI2 , SLC6A14 , CD177 , AOX1 , PRG4 , MARCO , MYBPC2 , S100B , KRT16 , MUCL1 , CRISPLD1, TF , IGSF1 , DSG3 , PSCA , KLK5 , TNNC1 , FGL1 , SFRP1 , DIRAS3 , ATP2A1 , UCP1 , LTF , LGALS7 , CXADRP3 , CDSN , AQP5 , PTN , PI16 , CYP4Z2P , ELF5 , GLYATL2 , TRH , CYP4Z1 , PYGM , KRT6B , PIP , PPP1R1B , SAA2 , PENK , LY6D , PROL1 , C2orf54 , S100A9 , SCGB2A1 , MS4A8B , TAT , NPY1R , PIGR , FGB , KRT6C , RHCG , CELP
9 KLK5 103 CSN1S1 , MSLN , LOC284379, PLP1 , SCRG1 , CA2 , MYOC , A2ML1 , NTNG1 , MYH1 , KRT1 , MYH2 , PEG3 , TTYH1 , ECEL1 , COL9A2 , LRRN1 , STAC2 , PLA2G2A , DES , FABP7 , MS4A7 , NRAP , KLHDC7A , XDH , C4orf7 , NPTX1 , KRT15 , TNNC2 , KRT81 , LGALS7B , PCP4 , RARRES1 , MIA , PI3 , GABRP , ID4 , RPPH1 , PKP1 , UBD , ROPN1B , NEB , KLK7 , S100A8 , CRYAB , TPSB2 , TNNT3 , CLCA2 , SBSN , NUDT8 , SLC26A3 , WIF1 , KLK6 , SYNM , TNNI2 , SLC6A14 , CASP14 , PRG4 , MARCO , MYBPC2 , S100B , KRT16 , TF , DSG3 , PSCA , TNNC1 , SERHL2 , SLN , FGL1 , SFRP1 , DIRAS3 , LTF , LGALS7 , SOX10 , CDSN , AQP5 , PTN , PI16 , APOBEC2 , CITED1 , ELF5 , GLYATL2 , TRH , KRT6B , PIP , PPP1R1B , SAA2 , PENK , LY6D , PROL1 , C2orf54 , CRISP3 , S100A9 , MS4A8B , TAT , NPY1R , PIGR , FGB , HMGCS2 , FGG , NELL1 , KRT6C , RHCG
10 SLC16A6 101 PCSK6 , CPE , TSKU , CSN1S1 , MSLN , TSPAN8 , GAB2 , PLP1 , CA2 , MYOC , SLC27A2 , TMEM64 , GPC3 , GLRB , CEACAM6 , MYBPC1 , SHROOM1 , SLC7A2 , PNMT , STAC2 , CYP4F8 , DES , FABP7 , PTHLH , MS4A7 , KLHDC7A , XDH , C4orf7 , FOLR1 , NPTX1 , KRT15 , KRT81 , LGALS7B , RARRES1 , MIA , PCDH10 , PI3 , ID4 , RPPH1 , PKP1 , SLC13A2 , TPSAB1 , KLK7 , KRT7 , S100A8 , CRYAB , CLIC6 , CLCA2 , SBSN , SLC26A3 , DHRS9 , IL20 , S100A7A , WIF1 , KLK6 , CORO6 , SYNM , CD177 , AOX1 , NOVA1 , MUCL1 , TRPA1 , MUC2 , CRISPLD1, IGSF1 , DSG3 , PSCA , SERHL2 , SLPI , FGL1 , SFRP1 , DIRAS3 , LGALS7 , SOX10 , SYNPO2L , AQP5 , PTN , CYP4Z2P , CHGB , ELF5 , GLYATL2 , TRH , SLC6A4 , KRT6B , SPAG6 , PIP , PPP1R1B , CYP24A1 , PCSK1 , C2orf54 , TPH1 , S100A9 , MS4A8B , CARTPT , TAT , NPY1R , PIGR , ACTA1 , SLC5A8 , FGG , CLEC3A
Normal_Mutant
Gene MB Size Content
1 HSPB1 155 GSN , CAV1 , MMP11 , FHL1 , ANXA1 , GATA3 , TTN , HSPB6 , LPL , GPX3 , KBTBD10 , SYNGR2 , ARF1 , TNNI2 , STARD10 , CRYAB , NEB , HIST2H2AA3, HBB , FN1 , BGN , DST , SRP9 , DPT , SLC9A3R1 , TSPAN13 , HBA2 , TNNC2 , ENO3 , TNNC1 , H3F3A , CIDEC , MYH2 , CD36 , VIM , PLIN4 , AHNAK , PLIN1 , RBP4 , CRIP1 , CFL1 , NME1 , CEACAM6 , CSRP1 , ISG15 , S100P , PDIA3 , ACTA1 , S100A14 , MYL9 , LRP1 , PRDX1 , SPINT2 , SLC39A6 , RNASE1 , MUC1 , KRT8 , MAGED2 , KRT18 , S100A4 , MB , MIF , P4HB , ACTA2 , AGR3 , HIST1H1C , CRABP2 , MRPS30 , DCN , IGF1R , SFRP1 , DUSP1 , COL1A1 , RPN2 , CFB , CA12 , PPDPF , SERPING1 , TAGLN , ESR1 , COX6A1 , CCND1 , SEPP1 , A2M , TFF3 , NUCB2 , PRLR , OAS3 , XBP1 , AGR2 , FXYD3 , JUP , KRT19 , CGA , C1R , SOD2 , PVALB , C3 , ALDOA , LDHB , DHCR24 , TIMP1 , KRT15 , SERPINF1 , KRT14 , COL1A2 , LGALS3BP , STAT1 , IFI27 , SPP1 , BCAM , C4A , NME1-NME2 , C10orf116 , ASPH , S100A16 , CPB1 , CST5 , KRT5 , C17orf37 , SLPI , IFITM1 , FABP5 , COL3A1 , CHGA , MDK , GRIA2 , S100A7 , AEBP1 , TFF1 , INS-IGF2 , CD24 , LAPTM4B , GSTP1 , ERBB2 , C4orf7 , PRSS23 , MGST1 , MUCL1 , SCD , SERPINA3 , SERPINA6 , ALB , CARTPT , MGP , KRT7 , CRISPLD1 , CALML5 , TAT , LTF , SCGB2A2 , PPP1R1B , TNNT1 , CRISP3 , PIP
2 AHNAK 144 TNS1 , GSN , CAV1 , MMP11 , FHL1 , ANXA1 , GATA3 , TTN , HSPB6 , LPL , GPX3 , KBTBD10 , SYNGR2 , ARF1 , TNNI2 , STARD10 , NEB , HBB , BGN , DST , SRP9 , DPT , SLC9A3R1 , TSPAN13 , COX6C , HBA2 , TNNC2 , ENO3 , TNNC1 , H3F3A , CIDEC , MYH2 , CD36 , VIM , PLIN4 , PLIN1 , RBP4 , CRIP1 , CFL1 , NME1 , CSRP1 , GPD1 , ISG15 , PDIA3 , ADIPOQ , ZFP36 , ACTA1 , FABP4 , EGR1 , S100A14 , MYL9 , LRP1 , PRDX1 , SPINT2 , SLC39A6 , POSTN , RNASE1 , SAA1 , MUC1 , KRT8 , NAT1 , MAGED2 , KRT18 , ADH1B , S100A4 , MIF , SAA2 , P4HB , ACTA2 , AGR3 , HIST1H1C , HSPB1 , MRPS30 , DCN , SFRP1 , COL1A1 , RPN2 , CFB , CA12 , PPDPF , SERPING1 , TAGLN , ESR1 , CYR61 , COX6A1 , CCND1 , A2M , NUCB2 , PRLR , OAS3 , XBP1 , FXYD3 , JUP , KRT19 , CGA , SOD2 , PVALB , LDHB , DHCR24 , TIMP1 , SERPINF1 , KRT14 , COL1A2 , LGALS3BP , STAT1 , SPP1 , C4A , BST2 , NME1-NME2, CSN1S1 , C10orf116, ASPH , CPB1 , CST5 , KRT5 , KRT17 , C17orf37 , SLPI , IFITM1 , FABP5 , COL3A1 , CHGA , GRIA2 , S100A7 , AEBP1 , INS-IGF2 , CD24 , LAPTM4B , ERBB2 , C4orf7 , PRSS23 , MGST1 , APOD , SCD , SERPINA3 , SERPINA6 , ALB , MGP , CRISPLD1 , CALML5 , TAT , SCGB2A2 , CRISP3 , PIP
3 GATA3 139 TNS1 , GSN , CAV1 , MMP11 , ANXA1 , TTN , KBTBD10 , SYNGR2 , ARF1 , TNNI2 , STARD10 , NEB , HIST2H2AA3, BGN , DST , SRP9 , SLC9A3R1 , TSPAN13 , HBA2 , TNNC2 , ENO3 , TNNC1 , H3F3A , CIDEC , MYH2 , CD36 , VIM , PLIN4 , AHNAK , PLIN1 , CRIP1 , CFL1 , NME1 , CEACAM6 , CSRP1 , GPD1 , ISG15 , PDIA3 , ACTA1 , S100A14 , LRP1 , PRDX1 , SPINT2 , SLC39A6 , POSTN , RNASE1 , SAA1 , MUC1 , KRT8 , NAT1 , MAGED2 , KRT18 , S100A4 , MB , MIF , IFI6 , P4HB , ACTA2 , AGR3 , HIST1H1C , CRABP2 , HSPB1 , MRPS30 , DCN , IGF1R , SFRP1 , COL1A1 , RPN2 , CFB , PPDPF , SERPING1 , TAGLN , ESR1 , COX6A1 , CCND1 , SEPP1 , NUCB2 , PRLR , OAS3 , XBP1 , AGR2 , JUP , KRT19 , CGA , CYP2B7P1 , C1R , SOD2 , PVALB , C3 , LDHB , DHCR24 , TIMP1 , KRT15 , SERPINF1 , KRT14 , COL1A2 , STAT1 , IFI27 , BCAM , C4A , NME1-NME2 , CSN1S1 , C10orf116 , ASPH , CPB1 , CST5 , KRT5 , SLPI , IFITM1 , FABP5 , COL3A1 , CHGA , GRIA2 , S100A7 , AEBP1 , INS-IGF2 , CD24 , GSTP1 , ERBB2 , CLEC3A , C4orf7 , MGST1 , MUCL1 , APOD , SCD , SERPINA3 , SERPINA6 , CHGB , CARTPT , MGP , KRT7 , CRISPLD1 , CALML5 , LOC643719 , FGB , PPP1R1B , TNNT1 , CRISP3 , PIP
4 VIM 133 TNS1 , GSN , CAV1 , MMP11 , FHL1 , ANXA1 , GATA3 , HSPB6 , LPL , GPX3 , KBTBD10 , SYNGR2 , ARF1 , TNNI2 , STARD10 , CRYAB , HIST2H2AA3, FN1 , BGN , DST , SRP9 , DPT , SLC9A3R1 , TSPAN13 , HBA2 , TNNC2 , ENO3 , HBA1 , H3F3A , CIDEC , MYH2 , CD36 , PLIN4 , AHNAK , PLIN1 , RBP4 , NME1 , CSRP1 , GPD1 , S100P , PDIA3 , ADIPOQ , ZFP36 , ACTA1 , TPM2 , FABP4 , S100A14 , MYL9 , LRP1 , PRDX1 , SPINT2 , SLC39A6 , POSTN , RNASE1 , SAA1 , MUC1 , KRT8 , KRT18 , ADH1B , DES , S100A4 , MB , MIF , IFI6 , P4HB , ACTA2 , AGR3 , HIST1H1C , HSPB1 , DCN , SFRP1 , COL1A1 , CFB , CA12 , PPDPF , SERPING1 , TAGLN , ESR1 , COX6A1 , ECM1 , SEPP1 , A2M , NUCB2 , OAS3 , XBP1 , FXYD3 , TRH , KRT19 , CGA , C1R , SOD2 , PVALB , C3 , LDHB , DHCR24 , TIMP1 , SERPINF1 , KRT14 , COL1A2 , LGALS3BP , SPP1 , C4A , CSN1S1 , C10orf116 , S100A16 , CPB1 , CST5 , KRT5 , MMP9 , KRT17 , C17orf37 , SLPI , FABP5 , COL3A1 , MDK , GRIA2 , AEBP1 , TFF1 , ERBB2 , C4orf7 , PRSS23 , MGST1 , SCD , ALB , CARTPT , MGP , KRT7 , CALML5 , LTF , SCGB2A2 , PPP1R1B , CRISP3 , PIP
5 MUC1 133 GSN , CAV1 , MMP11 , ANXA1 , GATA3 , LPL , KBTBD10 , SYNGR2 , ARF1 , TNNI2 , STARD10 , NEB , HIST2H2AA3, FN1 , BGN , DST , SRP9 , DPT , SLC9A3R1 , TSPAN13 , COX6C , HBA2 , TNNC2 , H3F3A , CIDEC , MYH2 , TNNT3 , VIM , AHNAK , CRIP1 , CFL1 , NME1 , CEACAM6 , CSRP1 , ISG15 , S100P , PDIA3 , ACTA1 , FABP4 , S100A14 , LRP1 , PRDX1 , SPINT2 , SLC39A6 , RNASE1 , KRT8 , NAT1 , S100A4 , MB , MIF , P4HB , ACTA2 , AGR3 , HIST1H1C , CRABP2 , HSPB1 , MRPS30 , DCN , SFRP1 , COL1A1 , RPN2 , CFB , CA12 , PPDPF , ESR1 , COX6A1 , CCND1 , ECM1 , SEPP1 , A2M , TFF3 , NUCB2 , PRLR , OAS3 , AGR2 , FXYD3 , JUP , TRH , KRT19 , CGA , SOD2 , C3 , ALDOA , LDHB , DHCR24 , TIMP1 , KRT15 , SERPINF1 , KRT14 , COL1A2 , LGALS3BP , STAT1 , IFI27 , SPP1 , BCAM , C4A , C10orf116 , CPB1 , CST5 , KRT17 , SLPI , IFITM1 , FABP5 , COL3A1 , CHGA , MDK , CYP2A7 , S100A7 , AEBP1 , TFF1 , CD24 , GSTP1 , ERBB2 , C4orf7 , PRSS23 , DCD , CYP2A6 , MUCL1 , APOD , SCD , SERPINA3 , SERPINA6 , CHGB , CARTPT , DHRS2 , MGP , KRT7 , CRISPLD1 , CALML5 , SCGB2A2 , PPP1R1B , CRISP3 , PIP
6 ERBB2 129 GSN , CAV1 , MMP11 , ANXA1 , GATA3 , TTN , LPL , SYNGR2 , ARF1 , TNNI2 , STARD10 , HIST2H2AA3, HBB , FN1 , BGN , DST , SRP9 , SLC9A3R1 , TSPAN13 , COX6C , TNNC2 , TNNC1 , H3F3A , MYH2 , VIM , PLIN4 , AHNAK , PLIN1 , RBP4 , CRIP1 , CFL1 , NME1 , CEACAM6 , CSRP1 , S100P , PDIA3 , ZFP36 , S100A14 , LRP1 , PRDX1 , SPINT2 , SLC39A6 , POSTN , RNASE1 , MUC1 , KRT8 , NAT1 , KRT18 , MB , MIF , IFI6 , P4HB , AGR3 , HIST1H1C , CRABP2 , HSPB1 , MRPS30 , DCN , SFRP1 , COL1A1 , RPN2 , CFB , CA12 , PPDPF , SERPING1 , TAGLN , ESR1 , COX6A1 , CCND1 , ECM1 , SEPP1 , A2M , TFF3 , NUCB2 , OAS3 , XBP1 , AGR2 , FXYD3 , JUP , KRT19 , C1R , PVALB , C3 , LDHB , DHCR24 , KRT15 , KRT14 , COL1A2 , LGALS3BP , STAT1 , IFI27 , SPP1 , BCAM , C4A , BST2 , C10orf116 , S100A16 , CPB1 , CST5 , C17orf37 , SLPI , IFITM1 , FABP5 , COL3A1 , MDK , AEBP1 , TFF1 , OLFM4 , CD24 , IGF2 , GSTP1 , C4orf7 , PRSS23 , MGST1 , MUCL1 , APOD , SERPINA3 , SERPINA6 , CARTPT , DHRS2 , MGP , KRT7 , HMGCS2 , CALML5 , SCGB2A2 , FGB , PPP1R1B , CRISP3 , PIP
7 ARF1 127 TNS1 , GSN , MMP11 , ANXA1 , GATA3 , TTN , LPL , GPX3 , KBTBD10 , SYNGR2 , TNNI2 , STARD10 , CRYAB , HIST2H2AA3, HBB , FN1 , BGN , DST , SRP9 , DPT , SLC9A3R1 , TSPAN13 , COX6C , HBA2 , TNNC2 , HBA1 , TNNC1 , H3F3A , MYH2 , VIM , AHNAK , PLIN1 , CRIP1 , CFL1 , NME1 , CEACAM6 , CSRP1 , ISG15 , S100P , PDIA3 , ZFP36 , ACTA1 , S100A14 , MYL9 , PRDX1 , SPINT2 , SLC39A6 , POSTN , RNASE1 , MUC1 , KRT8 , MAGED2 , DES , MIF , IFI6 , P4HB , ACTA2 , AGR3 , HIST1H1C , CRABP2 , HSPB1 , MRPS30 , DCN , SFRP1 , DUSP1 , COL1A1 , RPN2 , CA12 , PPDPF , SERPING1 , TAGLN , ESR1 , COX6A1 , CCND1 , ECM1 , A2M , TFF3 , NUCB2 , PRLR , OAS3 , XBP1 , AGR2 , FXYD3 , JUP , KRT19 , CGA , SOD2 , PVALB , C3 , DHCR24 , KRT15 , SERPINF1 , KRT14 , LGALS3BP , STAT1 , IFI27 , BCAM , C4A , BST2 , NME1-NME2 , C10orf116 , ASPH , CPB1 , CST5 , KRT5 , C17orf37 , SLPI , FABP5 , COL3A1 , MDK , AEBP1 , TFF1 , CD24 , LAPTM4B , ERBB2 , C4orf7 , MGST1 , APOD , SERPINA3 , SERPINA6 , MGP , CRISPLD1 , CALML5 , TAT , SCGB2A2 , PPP1R1B , PIP
8 P4HB 127 TNS1 , GSN , CAV1 , MMP11 , ANXA1 , GATA3 , TTN , LPL , GPX3 , KBTBD10 , SYNGR2 , ARF1 , STARD10 , NEB , HIST2H2AA3, FN1 , BGN , DST , SRP9 , SLC9A3R1 , TSPAN13 , TXNIP , ENO3 , TNNC1 , H3F3A , CIDEC , MYH2 , CD36 , VIM , PLIN4 , AHNAK , PLIN1 , RBP4 , CRIP1 , CFL1 , NME1 , CSRP1 , GPD1 , ISG15 , PDIA3 , ACTA1 , FABP4 , S100A14 , PRDX1 , SPINT2 , POSTN , RNASE1 , SAA1 , MUC1 , KRT8 , NAT1 , ADH1B , S100A4 , MB , MIF , IFI6 , AGR3 , CRABP2 , HSPB1 , MRPS30 , DCN , SFRP1 , COL1A1 , RPN2 , CFB , CA12 , PPDPF , ESR1 , COX6A1 , CCND1 , TFF3 , NUCB2 , PRLR , OAS3 , AGR2 , FXYD3 , JUP , KRT19 , CGA , C1R , PVALB , C3 , ALDOA , DHCR24 , TIMP1 , KRT15 , SERPINF1 , KRT14 , COL1A2 , LGALS3BP , STAT1 , IFI27 , SPP1 , BCAM , C4A , CSN1S1 , C10orf116 , CPB1 , KRT5 , MMP9 , C17orf37 , SLPI , IFITM1 , FABP5 , COL3A1 , CHGA , S100A7 , AEBP1 , TFF1 , IGJ , CD24 , ERBB2 , C4orf7 , PRSS23 , APOD , SCD , SERPINA3 , SERPINA6 , CARTPT , MGP , HMGCS2 , CRISPLD1 , CALML5 , MYBPC1 , FGB , PPP1R1B , CRISP3
9 MMP11 126 TNS1 , GSN , FHL1 , ANXA1 , GATA3 , TTN , HSPB6 , LPL , GPX3 , KBTBD10 , SYNGR2 , ARF1 , TNNI2 , STARD10 , CRYAB , NEB , HBB , FN1 , BGN , DST , SRP9 , DPT , TSPAN13 , COX6C , HBA2 , TNNC2 , HBA1 , TNNC1 , H3F3A , CIDEC , MYH2 , TNNT3 , CD36 , VIM , PLIN4 , AHNAK , RBP4 , CRIP1 , CFL1 , CSRP1 , GPD1 , ISG15 , PDIA3 , ADIPOQ , ZFP36 , ACTA1 , TPM2 , FABP4 , EGR1 , S100A14 , MYL9 , LRP1 , PRDX1 , SPINT2 , SLC39A6 , POSTN , RNASE1 , SAA1 , MUC1 , NAT1 , MAGED2 , ADH1B , DES , S100A4 , SAA2 , IFI6 , P4HB , AGR3 , HIST1H1C , HSPB1 , MRPS30 , DCN , SFRP1 , COL1A1 , CA12 , SERPING1 , TAGLN , CYR61 , COX6A1 , CCND1 , A2M , NUCB2 , XBP1 , AGR2 , FXYD3 , CGA , C1R , SOD2 , C3 , DHCR24 , TIMP1 , SERPINF1 , COL1A2 , LGALS3BP , STAT1 , SPP1 , C4A , BST2 , NME1-NME2, ASPH , RARRES3 , CST5 , MMP9 , KRT17 , C17orf37 , SLPI , IFITM1 , FABP5 , COL3A1 , AEBP1 , SLITRK6 , GJA1 , IGF2 , ERBB2 , C4orf7 , PRSS23 , MGST1 , APOD , SERPINA6 , MGP , CXCL13 , CALML5 , MYBPC1 , FGB , CRISP3 , PIP
10 CGA 125 GSN , CAV1 , MMP11 , FHL1 , ANXA1 , GATA3 , LPL , GPX3 , KBTBD10 , SYNGR2 , ARF1 , TNNI2 , STARD10 , CRYAB , NEB , HIST2H2AA3, HBB , FN1 , BGN , DST , SRP9 , CA3 , DPT , SLC9A3R1 , TXNIP , HBA2 , TNNC2 , HBA1 , CIDEC , MYH2 , TNNT3 , CD36 , VIM , PLIN4 , AHNAK , PLIN1 , RBP4 , NME1 , CSRP1 , GPD1 , S100P , PDIA3 , ADIPOQ , ZFP36 , ACTA1 , FABP4 , EGR1 , S100A14 , MYL9 , LRP1 , PRDX1 , SPINT2 , RNASE1 , SAA1 , MUC1 , KRT8 , KRT18 , ADH1B , S100A4 , MB , MIF , IFI6 , P4HB , ACTA2 , AGR3 , HSPB1 , DCN , SFRP1 , FOS , CFB , PPDPF , SERPING1 , TAGLN , COX6A1 , ECM1 , SEPP1 , NUCB2 , PRLR , OAS3 , AGR2 , FXYD3 , C1R , SOD2 , C3 , ALDOA , LDHB , DHCR24 , MSMB , TIMP1 , KRT15 , SERPINF1 , KRT14 , COL1A2 , STAT1 , SPP1 , BCAM , C4A , CSN1S1 , C10orf116 , S100A16 , KRT5 , KRT17 , SLPI , FABP5 , COL3A1 , CHGA , MDK , S100A7 , AEBP1 , TFF1 , IGJ , INS-IGF2 , CD24 , PRSS23 , APOD , SCD , SERPINA3 , SERPINA6 , CARTPT , MGP , CRISPLD1 , LTF , MYBPC1 , PPP1R1B , CRISP3
Normal_Nonmutant
Gene MB Size Content
1 SPARCL1 140 TNS1 , CAV1 , GSN , SPTBN1 , ENO3 , HBB , LPL , KBTBD10 , HBA2 , GPX3 , ANXA1 , TNNI2 , HBA1 , CIDEC , ACSL1 , DST , TNNC1 , TXNIP , PLIN1 , TNNC2 , RBP4 , G0S2 , PLIN4 , DPT , GPD1 , CRYAB , MMP11 , ADIPOQ , MYH2 , ACTA1 , VWF , CD36 , FABP4 , ADH1B , CSRP1 , ZFP36 , MB , SAA1 , VIM , BGN , ARF1 , AHNAK , FN1 , TPM2 , H3F3A , DUSP1 , ACTA2 , SAA2 , FOS , SEPP1 , MYL9 , GATA3 , DCN , MARCKSL1, LRP1 , DES , MAL2 , STARD10 , RNASE1 , COX6C , SERPING1, SLC9A3R1, SMS , KRT18 , KRT8 , SFRP1 , POSTN , MUC1 , TAGLN , CA12 , S100A4 , MIF , COL1A1 , ISG15 , S100P , KRT19 , LDHB , CRIP1 , CRABP2 , MAGED2 , PPDPF , KRT14 , CIB1 , A2M , XBP1 , ESR1 , AGR2 , OAS3 , C3 , KRT5 , MRPS30 , COL1A2 , S100A11 , CYP2B7P1, HSPB1 , SERPINF1, TIMP1 , PRLR , ALDOA , DHCR24 , CTSD , IGJ , SPP1 , RARRES3 , MMP9 , AEBP1 , MGST1 , ERBB2 , COL3A1 , STAT1 , TFF3 , CST5 , MDK , BST2 , CGA , SCD , S100A16 , TRH , CLEC3A , APOD , IFITM1 , PRSS23 , FADS2 , SFRP2 , CARTPT , CD24 , GRIA2 , S100A8 , KLK14 , KRT15 , S100A9 , LYZ , SLPI , CRISP3 , FGB , GJA1 , CALML5 , CD52 , WFDC2 , SCGB2A1
2 MUC1 138 CAV1 , GSN , SPTBN1 , HSPB6 , ENO3 , HBB , LPL , KBTBD10 , HBA2 , GPX3 , TNNI2 , DST , TNNC1 , TXNIP , TNNC2 , RBP4 , G0S2 , DPT , CRYAB , TNNT3 , ACTA1 , VWF , FABP4 , ADH1B , CSRP1 , MB , VIM , BGN , ARF1 , AHNAK , SPARCL1 , H3F3A , SEPP1 , MYL9 , TSPAN13 , GATA3 , DCN , MARCKSL1 , HIST2H2AA3, MAL2 , STARD10 , RNASE1 , COX6C , SPINT2 , SLC9A3R1 , SMS , KRT18 , KRT8 , SFRP1 , POSTN , CA12 , S100A4 , MIF , COL1A1 , ISG15 , S100P , KRT19 , LDHB , CRIP1 , NAT1 , CRABP2 , MAGED2 , CFB , S100A14 , PPDPF , CIB1 , XBP1 , ESR1 , AGR2 , AGR3 , IFI6 , OAS3 , C17orf37 , HIST1H1C , KRT5 , MRPS30 , CEACAM6 , COL1A2 , S100A11 , CYP2B7P1 , HSPB1 , SLC39A6 , PSMB3 , TIMP1 , ALDOA , DHCR24 , CTSD , CCND1 , IGJ , FXYD3 , SPP1 , RARRES3 , ERBB2 , COL3A1 , STAT1 , TFF3 , C4A , MDK , NUCB2 , CGA , TFF1 , SCD , S100A16 , S100A7 , TRH , IFI27 , CLEC3A , APOD , SERPINA3 , IFITM1 , CYP2A7 , CHGB , FABP5 , PRSS23 , CPB1 , FADS2 , CARTPT , GRIA2 , SCUBE2 , S100A8 , KLK14 , KRT15 , CA2 , S100A9 , LYZ , NPY1R , SLPI , CRISP3 , FGB , GJA1 , CALML5 , CYP4Z1 , WFDC2 , SCGB2A2 , CXCL13 , SCGB2A1 , SCGB1D2 , DHRS2
3 CGA 128 TNS1 , FHL1 , CAV1 , GSN , SPTBN1 , HSPB6 , ENO3 , HBB , LPL , KBTBD10 , HBA2 , GPX3 , ANXA1 , TNNI2 , HBA1 , CIDEC , CA3 , NEB , ACSL1 , DST , TNNC1 , TXNIP , PLIN1 , TNNC2 , RBP4 , G0S2 , PLIN4 , DPT , CRYAB , MMP11 , ADIPOQ , TNNT3 , MYH2 , ACTA1 , VWF , CD36 , FABP4 , ADH1B , CSRP1 , ZFP36 , SAA1 , VIM , BGN , ARF1 , AHNAK , FN1 , SPARCL1 , TPM2 , H3F3A , ACTA2 , SAA2 , MYL9 , GATA3 , DCN , LRP1 , HIST2H2AA3, DES , STARD10 , COX6C , SERPING1 , NME1 , SPINT2 , SMS , KRT8 , SFRP1 , POSTN , MUC1 , TAGLN , S100A4 , COL1A1 , S100P , KRT19 , LDHB , CFB , PPDPF , FSTL1 , KRT14 , A2M , XBP1 , ESR1 , AGR2 , OAS3 , C3 , C17orf37 , HIST1H1C , KRT5 , MRPS30 , CEACAM6 , COL1A2 , S100A11 , HSPB1 , SLC39A6 , SERPINF1 , PSMB3 , TIMP1 , DHCR24 , KRT17 , PSMD3 , IGJ , FXYD3 , SPP1 , MMP9 , AEBP1 , ERBB2 , COL3A1 , STAT1 , BST2 , NUCB2 , TFF1 , SCD , S100A16 , MSMB , IFI27 , APOD , IFITM1 , FABP5 , CPB1 , FADS2 , S100A8 , PNMT , S100A9 , LYZ , SLPI , CRISP3 , CALML5 , SCGB2A2 , CXCL13 , SCGB2A1
4 AHNAK 126 TNS1 , FHL1 , CAV1 , GSN , SPTBN1 , TTN , HSPB6 , ENO3 , LPL , KBTBD10 , HBA2 , GPX3 , ANXA1 , CIDEC , ACSL1 , DST , PLIN1 , RBP4 , G0S2 , PLIN4 , DPT , GPD1 , CRYAB , MMP11 , ADIPOQ , MYH2 , ACTA1 , VWF , CD36 , FABP4 , ADH1B , CSRP1 , VIM , BGN , ARF1 , FN1 , SPARCL1 , H3F3A , ACTA2 , SAA2 , MYL9 , GATA3 , DCN , MARCKSL1 , LRP1 , HIST2H2AA3, STARD10 , RNASE1 , SERPING1 , SPINT2 , SMS , KRT18 , KRT8 , SFRP1 , POSTN , MUC1 , TAGLN , CA12 , S100A4 , MIF , COL1A1 , ISG15 , LDHB , CRIP1 , MAGED2 , CFB , S100A14 , PPDPF , FSTL1 , KRT14 , CIB1 , A2M , XBP1 , ESR1 , AGR3 , C3 , HIST1H1C , KRT5 , MRPS30 , COL1A2 , S100A11 , HSPB1 , SLC39A6 , PSMB3 , TIMP1 , PRLR , ALDOA , DHCR24 , CCND1 , FXYD3 , SPP1 , RARRES3 , MMP9 , AEBP1 , PVALB , COL3A1 , STAT1 , CST5 , MDK , NUCB2 , CGA , TFF1 , SCD , S100A16 , TRH , APOD , FABP5 , CPB1 , FADS2 , SFRP2 , CD24 , GRIA2 , SCUBE2 , S100A8 , KLK14 , S100A9 , LYZ , NPY1R , SLPI , FGB , WFDC2 , SCGB2A2 , CXCL13 , SCGB2A1 , SCGB1D2 , DHRS2
5 BGN 125 TNS1 , CAV1 , GSN , SPTBN1 , TTN , ENO3 , HBB , LPL , KBTBD10 , HBA2 , GPX3 , ANXA1 , CIDEC , NEB , ACSL1 , DST , TNNC1 , PLIN1 , RBP4 , PLIN4 , DPT , GPD1 , MMP11 , ADIPOQ , TNNT3 , MYH2 , ACTA1 , VWF , CD36 , FABP4 , CSRP1 , SAA1 , VIM , ARF1 , AHNAK , FN1 , SPARCL1 , H3F3A , ACTA2 , SAA2 , SEPP1 , MYL9 , DCN , LRP1 , STARD10 , RNASE1 , SERPING1, SPINT2 , SLC9A3R1, KRT8 , SFRP1 , POSTN , MUC1 , TAGLN , S100A4 , MIF , COL1A1 , ISG15 , S100P , LDHB , CRIP1 , NAT1 , S100A14 , PPDPF , FSTL1 , KRT14 , A2M , XBP1 , ESR1 , AGR2 , OAS3 , C3 , C17orf37, KRT5 , MRPS30 , CEACAM6 , COL1A2 , S100A11 , HSPB1 , SLC39A6 , SERPINF1, PSMB3 , TIMP1 , PRLR , DHCR24 , IGJ , FXYD3 , SPP1 , RARRES3 , MMP9 , AEBP1 , COL3A1 , STAT1 , TFF3 , MDK , NUCB2 , CGA , TFF1 , SCD , S100A16 , TRH , LAPTM4B , APOD , IFITM1 , CHGA , FABP5 , PRSS23 , CPB1 , FADS2 , SFRP2 , CD24 , SCUBE2 , S100A8 , KLK14 , KRT15 , CA2 , S100A9 , LYZ , SLPI , CRISP3 , FGB , SERPINA6, CYP4Z1 , SCGB2A2 , CXCL13
6 DST 123 TNS1 , FHL1 , CAV1 , GSN , SPTBN1 , TTN , HSPB6 , ENO3 , HBB , LPL , KBTBD10 , HBA2 , GPX3 , ANXA1 , TNNI2 , HBA1 , CIDEC , NEB , ACSL1 , TNNC1 , TXNIP , PLIN1 , RBP4 , G0S2 , PLIN4 , DPT , GPD1 , CRYAB , MMP11 , ADIPOQ , TNNT3 , MYH2 , ACTA1 , VWF , CD36 , FABP4 , ADH1B , CSRP1 , EGR1 , ZFP36 , SAA1 , VIM , BGN , ARF1 , AHNAK , FN1 , SPARCL1 , H3F3A , ACTA2 , SAA2 , FOS , SEPP1 , MYL9 , DCN , MARCKSL1, LRP1 , STARD10 , RNASE1 , COX6C , SERPING1, NME1 , SPINT2 , SFRP1 , POSTN , MUC1 , TAGLN , S100A4 , MIF , COL1A1 , S100P , KRT19 , LDHB , CRIP1 , CFB , PPDPF , FSTL1 , KRT14 , A2M , XBP1 , ESR1 , AGR2 , C3 , C17orf37, HIST1H1C, KRT5 , MRPS30 , COL1A2 , S100A11 , HSPB1 , SERPINF1, PSMB3 , TIMP1 , DHCR24 , KRT17 , PSMD3 , IGJ , FXYD3 , SPP1 , MMP9 , AEBP1 , PVALB , ERBB2 , COL3A1 , STAT1 , MDK , BST2 , CGA , TFF1 , SCD , S100A16 , APOD , CHGA , FABP5 , FADS2 , SFRP2 , S100A8 , PNMT , S100A9 , LYZ , SLPI , CRISP3 , CALML5 , CXCL13
7 VIM 123 TNS1 , FHL1 , CAV1 , GSN , SPTBN1 , HSPB6 , ENO3 , HBB , LPL , KBTBD10 , HBA2 , GPX3 , ANXA1 , TNNI2 , HBA1 , CIDEC , DST , TXNIP , PLIN1 , TNNC2 , RBP4 , G0S2 , PLIN4 , DPT , GPD1 , CRYAB , MMP11 , ADIPOQ , TNNT3 , MYH2 , VWF , CD36 , FABP4 , ADH1B , CSRP1 , EGR1 , ZFP36 , SAA1 , BGN , ARF1 , AHNAK , FN1 , SPARCL1 , TPM2 , H3F3A , ACTA2 , SAA2 , FOS , SEPP1 , MYL9 , GATA3 , DCN , MARCKSL1 , LRP1 , HIST2H2AA3, DES , STARD10 , RNASE1 , COX6C , SERPING1 , NME1 , SPINT2 , SMS , SFRP1 , POSTN , MUC1 , TAGLN , S100A4 , MIF , COL1A1 , S100P , CRIP1 , CFB , PPDPF , FSTL1 , KRT14 , A2M , XBP1 , ESR1 , AGR2 , IFI6 , OAS3 , C3 , C17orf37 , HIST1H1C , KRT5 , COL1A2 , S100A11 , SERPINF1 , PSMB3 , KRT17 , PSMD3 , IGJ , FXYD3 , SPP1 , MMP9 , AEBP1 , ERBB2 , COL3A1 , STAT1 , TFF3 , MDK , BST2 , NUCB2 , CGA , TFF1 , SCD , S100A16 , IFI27 , IFITM1 , FABP5 , FADS2 , SFRP2 , S100A8 , PNMT , LYZ , SLPI , CRISP3 , FGB , CALML5 , SCGB2A2 , CXCL13 , SCGB1D2
8 SFRP1 119 TNS1 , FHL1 , CAV1 , GSN , SPTBN1 , HSPB6 , ENO3 , HBB , LPL , KBTBD10 , HBA2 , GPX3 , ANXA1 , TNNI2 , HBA1 , CIDEC , ACSL1 , DST , TXNIP , TNNC2 , RBP4 , G0S2 , PLIN4 , DPT , GPD1 , CRYAB , MMP11 , TNNT3 , MYH2 , VWF , CD36 , FABP4 , ADH1B , CSRP1 , EGR1 , ZFP36 , SAA1 , VIM , BGN , ARF1 , AHNAK , FN1 , SPARCL1 , TPM2 , ACTA2 , SAA2 , FOS , SEPP1 , MYL9 , TSPAN13 , GATA3 , DCN , LRP1 , HIST2H2AA3, DES , STARD10 , SERPING1 , NME1 , SPINT2 , JUP , SMS , POSTN , MUC1 , TAGLN , S100A4 , MIF , COL1A1 , ISG15 , KRT19 , LDHB , S100A14 , PPDPF , FSTL1 , KRT14 , A2M , XBP1 , ESR1 , AGR2 , IFI6 , OAS3 , C3 , C17orf37 , HIST1H1C , KRT5 , S100A11 , HSPB1 , SERPINF1 , PSMB3 , DHCR24 , CTSD , KRT17 , PSMD3 , IGJ , FXYD3 , SPP1 , MMP9 , AEBP1 , ERBB2 , COL3A1 , STAT1 , MDK , BST2 , CGA , SCD , S100A16 , IFI27 , IFITM1 , FABP5 , FADS2 , SCUBE2 , S100A8 , KRT15 , LYZ , SLPI , CRISP3 , FGB , CALML5 , CXCL13 , SCGB2A1
9 HSPB1 118 CAV1 , TTN , HBB , KBTBD10 , TNNI2 , NEB , DST , TNNC1 , TNNC2 , MMP11 , TNNT3 , MYH2 , ACTA1 , VWF , FABP4 , MB , BGN , ARF1 , AHNAK , SPARCL1 , H3F3A , SEPP1 , MYL9 , TSPAN13 , GATA3 , DCN , MARCKSL1 , HIST2H2AA3, STARD10 , RNASE1 , COX6C , SERPING1 , NME1 , SPINT2 , SLC9A3R1 , JUP , KRT18 , KRT8 , SFRP1 , SYNGR2 , MUC1 , S100A4 , MIF , ISG15 , KRT19 , LDHB , CRIP1 , NAT1 , CRABP2 , MAGED2 , CFB , S100A14 , PPDPF , FSTL1 , CIB1 , XBP1 , ESR1 , AGR2 , AGR3 , IFI6 , OAS3 , C3 , C17orf37 , HIST1H1C , KRT5 , MRPS30 , COL1A2 , S100A11 , CYP2B7P1 , SLC39A6 , SERPINF1 , TIMP1 , ALDOA , DHCR24 , CTSD , CCND1 , PSMD3 , FXYD3 , SPP1 , RARRES3 , AEBP1 , PVALB , ERBB2 , STAT1 , TFF3 , CST5 , MDK , NUCB2 , CGA , TFF1 , SCD , S100A16 , TRH , IFI27 , SERPINA3 , IFITM1 , CHGA , PRSS23 , FADS2 , CARTPT , SCUBE2 , S100A8 , KLK14 , KRT15 , TNNT1 , CA2 , S100A9 , LYZ , SLPI , CRISP3 , FGB , CALML5 , CYP4Z1 , CD52 , WFDC2 , SCGB2A2 , CXCL13 , SCGB2A1
10 STAT1 117 TNS1 , CAV1 , GSN , SPTBN1 , ENO3 , KBTBD10 , HBA2 , GPX3 , ANXA1 , CIDEC , NEB , ACSL1 , DST , TNNC1 , TXNIP , PLIN1 , G0S2 , PLIN4 , MYH2 , ACTA1 , VWF , CD36 , FABP4 , VIM , BGN , ARF1 , AHNAK , FN1 , SPARCL1 , H3F3A , MYL9 , GATA3 , DCN , MARCKSL1 , LRP1 , HIST2H2AA3, MAL2 , STARD10 , RNASE1 , SERPING1 , SPINT2 , SLC9A3R1 , JUP , SMS , KRT18 , KRT8 , SFRP1 , SYNGR2 , POSTN , MUC1 , TAGLN , CA12 , S100A4 , MIF , COL1A1 , ISG15 , S100P , KRT19 , CRIP1 , MAGED2 , PPDPF , FSTL1 , CIB1 , XBP1 , ESR1 , AGR2 , IFI6 , OAS3 , C3 , HIST1H1C , MRPS30 , COL1A2 , S100A11 , HSPB1 , SERPINF1 , TIMP1 , DHCR24 , CCND1 , FXYD3 , RARRES3 , MMP9 , AEBP1 , ERBB2 , COL3A1 , TFF3 , IDH2 , C4A , MDK , BST2 , NUCB2 , CGA , TFF1 , SCD , TRH , IFI27 , CLEC3A , IFITM1 , CHGA , FADS2 , SFRP2 , CD24 , GRIA2 , SCUBE2 , KLK14 , TNNT1 , CA2 , LYZ , SLPI , CRISP3 , FGB , GJA1 , CALML5 , CYP4Z1 , CD52 , SCGB2A2 , CXCL13 , DHRS2